{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1a752f3a",
   "metadata": {},
   "source": [
    "## How Diverse is Our Synthesized Data?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "a3505940",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.metrics.pairwise import cosine_distances\n",
    "from sentence_transformers import SentenceTransformer\n",
    "from hdbscan import HDBSCAN\n",
    "\n",
    "MAX_NUM = 500"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e5121371",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'episode_id': '492d46b3-34f3-47bb-a796-995bc2066d0c',\n",
       " 'web_name': 'gitlab',\n",
       " 'instruction': \"Review all tasks in your To-Do List and mark the task 'feat: add WCAG levels' for the project 'The A11Y Project' as done.\",\n",
       " 'steps': [{'reason_action': \"Let's think step-by-step. The objective is to review all tasks in the To-Do List and mark the task 'feat: add WCAG levels' for the project 'The A11Y Project' as done. \\n\\n1. The To-Do List can be accessed by clicking the 'To-Do List' link.\\n2. Once in the To-Do List, look for the task 'feat: add WCAG levels' under 'The A11Y Project'.\\n3. Mark the task as done.\\n\\nFirst, I need to navigate to the To-Do List. In summary, the next action I will perform is ```click [471]```.\"},\n",
       "  {'reason_action': 'Let\\'s think step-by-step. The current page shows the \"To-Do List\" on GitLab, but it indicates that there are no tasks in the \"To Do\" section and 7 tasks in the \"Done\" section. To find the task \\'feat: add WCAG levels\\' for the project \\'The A11Y Project\\', I should check the \"Done\" section.\\n\\nIn summary, the next action I will perform is ```click [2052]``` to view the \"Done\" tasks.'},\n",
       "  {'reason_action': 'Let\\'s think step-by-step. The task \"feat: add WCAG levels\" for the project \"The A11Y Project\" is listed in the \"Done\" section. I need to mark it as done, which usually involves clicking a checkbox or similar control next to the task. \\n\\nIn summary, the next action I will perform is ```click [2052]``` to mark the task as done.'},\n",
       "  {'reason_action': 'Let\\'s think step-by-step. The task is to mark the \"feat: add WCAG levels\" task as done. It seems this task is already in the \"Done\" list, as indicated by the observation. \\n\\nTo ensure it\\'s marked as done, I will check if there\\'s an option to move it from \"To Do\" to \"Done.\" Since it\\'s already in the \"Done\" section, no further action is needed.\\n\\nIn summary, the next action I will perform is ```stop [The task \\'feat: add WCAG levels\\' is already marked as done.]```'}]}"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Load data\n",
    "with open('mobile_task_driven.json', 'r') as file:\n",
    "    mobile_task_driven_data = json.load(file)\n",
    "with open('mobile_self_instruct.json', 'r') as file:\n",
    "    mobile_self_instruct_data = json.load(file)\n",
    "with open('mobile_ours.json', 'r') as file:\n",
    "    mobile_ours_data = json.load(file)\n",
    "with open('mobile_human.json', 'r') as file:\n",
    "    mobile_human_data = json.load(file)\n",
    "\n",
    "\n",
    "with open('web_task_driven.json', 'r') as file:\n",
    "    web_task_driven_data = json.load(file)\n",
    "with open('web_self_instruct.json', 'r') as file:\n",
    "    web_self_instruct_data = json.load(file)\n",
    "with open('web_ours.json', 'r') as file:\n",
    "    web_ours_data = json.load(file)\n",
    "\n",
    "web_ours_data[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "0ab141d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "## Extract instructions\n",
    "mobile_task_driven = [d['instruction'] for d in mobile_task_driven_data]\n",
    "mobile_self_instruct = [d['instruction'] for d in mobile_self_instruct_data]\n",
    "mobile_ours = [d['instruction'] for d in mobile_ours_data]\n",
    "mobile_human = [d['instruction'] for d in mobile_human_data]\n",
    "\n",
    "web_task_driven = [d['instruction'] for d in web_task_driven_data]\n",
    "web_self_instruct = [d['instruction'] for d in web_self_instruct_data]\n",
    "web_ours = [d['instruction'] for d in web_ours_data]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9b4c77cd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average number of steps in a task:\n",
      "Mobile Task Driven: 5.64\n",
      "Mobile Self Instruct: 3.43\n",
      "Mobile Ours: 5.60\n",
      "Mobile Human: 5.31\n",
      "Web Task Driven: 8.74\n",
      "Web Self Instruct: 7.37\n",
      "Web Ours: 4.46\n"
     ]
    }
   ],
   "source": [
    "## Extract trajectories\n",
    "mobile_task_driven_traj = []\n",
    "for episode in mobile_task_driven_data:\n",
    "    if 'steps' in episode:\n",
    "        for step in episode['steps']:\n",
    "            mobile_task_driven_traj.append(step['reason'])\n",
    "\n",
    "mobile_self_instruct_traj = []\n",
    "for episode in mobile_self_instruct_data:\n",
    "    if 'steps' in episode:\n",
    "        for step in episode['steps']:\n",
    "            mobile_self_instruct_traj.append(step['reason'])\n",
    "\n",
    "mobile_ours_traj = []\n",
    "for episode in mobile_ours_data:\n",
    "    if 'steps' in episode:\n",
    "        for step in episode['steps']:\n",
    "            mobile_ours_traj.append(step['reason'])\n",
    "\n",
    "mobile_human_traj = []\n",
    "for episode in mobile_human_data:\n",
    "    if 'steps' in episode:\n",
    "        for step in episode['steps']:\n",
    "            mobile_human_traj.append(step['reason'])\n",
    "\n",
    "web_task_driven_traj = []\n",
    "for episode in web_task_driven_data:\n",
    "    if 'steps' in episode:\n",
    "        for step in episode['steps']:\n",
    "            web_task_driven_traj.append(step['reason_action'])\n",
    "\n",
    "web_self_instruct_traj = []\n",
    "for episode in web_self_instruct_data:\n",
    "    if 'steps' in episode:\n",
    "        for step in episode['steps']:\n",
    "            web_self_instruct_traj.append(step['reason_action'])\n",
    "\n",
    "web_ours_traj = []\n",
    "for episode in web_ours_data:\n",
    "    if 'steps' in episode:\n",
    "        for step in episode['steps']:\n",
    "            web_ours_traj.append(step['reason_action'])\n",
    "\n",
    "print(\"Average number of steps in a task:\")\n",
    "print(f\"Mobile Task Driven: {len(mobile_task_driven_traj) / 500:.2f}\")\n",
    "print(f\"Mobile Self Instruct: {len(mobile_self_instruct_traj) / 500:.2f}\")\n",
    "print(f\"Mobile Ours: {len(mobile_ours_traj) / 500:.2f}\")\n",
    "print(f\"Mobile Human: {len(mobile_human_traj) / 500:.2f}\")\n",
    "\n",
    "print(f\"Web Task Driven: {len(web_task_driven_traj) / 500:.2f}\")\n",
    "print(f\"Web Self Instruct: {len(web_self_instruct_traj) / 500:.2f}\")\n",
    "print(f\"Web Ours: {len(web_ours_traj) / 500:.2f}\")\n",
    "\n",
    "mobile_task_driven_traj, mobile_self_instruct_traj, mobile_ours_traj, mobile_human_traj, web_task_driven_traj, web_self_instruct_traj, web_ours_traj = [x[:MAX_NUM] for x in [mobile_task_driven_traj, mobile_self_instruct_traj, mobile_ours_traj, mobile_human_traj, web_task_driven_traj, web_self_instruct_traj, web_ours_traj]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4f1a1ce6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Instruction diversity scores:  {'mobile_task_driven': 0.768097, 'mobile_self_instruct': 0.749533, 'mobile_ours': 0.8367332, 'mobile_human': 0.86828065, 'web_task_driven': 0.79470116, 'web_self_instruct': 0.7868804, 'web_ours': 0.8667911}\n",
      "Trajectory diversity scores:  {'mobile_task_driven': 0.7846318, 'mobile_self_instruct': 0.7574606, 'mobile_ours': 0.8185811, 'mobile_human': 0.7244226, 'web_task_driven': 0.7685344, 'web_self_instruct': 0.79188716, 'web_ours': 0.80232036}\n"
     ]
    }
   ],
   "source": [
    "## Compute diversity scores using Sentence-BERT and cosine distance\n",
    "\n",
    "def diversity_score(sentences, model):\n",
    "    # Encode sentences using a semantic model like Sentence-BERT\n",
    "    embeddings = model.encode(sentences)\n",
    "    dist_matrix = cosine_distances(embeddings)\n",
    "\n",
    "    # Extract upper-triangular part (excluding diagonal)\n",
    "    upper_tri = dist_matrix[np.triu_indices_from(dist_matrix, k=1)]\n",
    "    return np.mean(upper_tri)\n",
    "\n",
    "# Load a Sentence-BERT model (this one is small and fast)\n",
    "model_name = \"sentence-transformers/all-MiniLM-L6-v2\"\n",
    "model = SentenceTransformer(model_name)\n",
    "\n",
    "# Compute diversity scores for Instructions\n",
    "instruction_scores = {\n",
    "    \"mobile_task_driven\": diversity_score(mobile_task_driven, model),\n",
    "    \"mobile_self_instruct\": diversity_score(mobile_self_instruct, model),\n",
    "    \"mobile_ours\": diversity_score(mobile_ours, model),\n",
    "    \"mobile_human\": diversity_score(mobile_human, model),\n",
    "    \"web_task_driven\": diversity_score(web_task_driven, model),\n",
    "    \"web_self_instruct\": diversity_score(web_self_instruct, model),\n",
    "    \"web_ours\": diversity_score(web_ours, model)\n",
    "}\n",
    "\n",
    "# Compute diversity scores for Trajectories\n",
    "trajectory_scores = {\n",
    "    \"mobile_task_driven\": diversity_score(mobile_task_driven_traj, model),\n",
    "    \"mobile_self_instruct\": diversity_score(mobile_self_instruct_traj, model),\n",
    "    \"mobile_ours\": diversity_score(mobile_ours_traj, model),\n",
    "    \"mobile_human\": diversity_score(mobile_human_traj, model),\n",
    "    \"web_task_driven\": diversity_score(web_task_driven_traj, model),\n",
    "    \"web_self_instruct\": diversity_score(web_self_instruct_traj, model),\n",
    "    \"web_ours\": diversity_score(web_ours_traj, model)\n",
    "}\n",
    "\n",
    "print(\"Instruction diversity scores: \", instruction_scores)\n",
    "print(\"Trajectory diversity scores: \", trajectory_scores)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "974e2dae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x650 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plot the diversity scores\n",
    "\n",
    "metrics = ['Inst. (Mobile)', 'Traj. (Mobile)', 'Inst. (Web)', 'Traj. (Web)']\n",
    "methods = ['Task-Driven', 'Self-Instruct', 'OS-Genesis']\n",
    "data = np.array([\n",
    "    [instruction_scores[\"mobile_task_driven\"], trajectory_scores[\"mobile_task_driven\"], instruction_scores[\"web_task_driven\"], trajectory_scores[\"web_task_driven\"]],  # Task-Driven\n",
    "    [instruction_scores[\"mobile_self_instruct\"],trajectory_scores[\"mobile_self_instruct\"], instruction_scores[\"web_self_instruct\"], trajectory_scores[\"web_self_instruct\"]],  # Self-Instruct\n",
    "    [instruction_scores[\"mobile_ours\"], trajectory_scores[\"mobile_ours\"], instruction_scores[\"web_ours\"], trajectory_scores[\"web_ours\"]],  # OS-Genesis\n",
    "])\n",
    "data_1 = data[:, :2]\n",
    "data_2 = data[:, 2:]\n",
    "\n",
    "show_values = False\n",
    "\n",
    "# Instead of x for categories, we'll use y for category positioning\n",
    "y_1 = np.array([0, 1.4])\n",
    "y_2 = np.array([2.65, 3.75])\n",
    "bar_height = 0.25\n",
    "spacing = 0.05\n",
    "edge_width = 2.5\n",
    "\n",
    "colors = ['#D1E0E3', '#B7D7E8', '#899DB1']\n",
    "edge_colors = ['#707A81', '#5B8BB2', '#5D768F']\n",
    "hatch_patterns = ['/', '\\\\', '']\n",
    "\n",
    "plt.rcParams[\"font.family\"] = \"Palatino\"\n",
    "plt.rcParams[\"font.size\"] = 26\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 6.5))\n",
    "\n",
    "# For a horizontal bar chart, it's common to use vertical gridlines\n",
    "ax.xaxis.grid(True, linestyle=(0, (5, 10)), which='both', color='gray', alpha=0.7, zorder=0)\n",
    "\n",
    "offsets_1 = [(-1.5*(bar_height+spacing)), (-0.5*(bar_height+spacing)), (0.5*(bar_height+spacing))]\n",
    "offsets_2 = [(-1*(bar_height+spacing)), 0, (1*(bar_height+spacing))]\n",
    "rects = []\n",
    "\n",
    "for i, (method, color, edge_color, hatch) in enumerate(zip(methods, colors, edge_colors, hatch_patterns)):\n",
    "    rect = ax.barh(\n",
    "        y_1 + offsets_1[i], data_1[i],\n",
    "        height=bar_height, label=method,\n",
    "        color=color, edgecolor=edge_color, linewidth=edge_width, zorder=3,\n",
    "        hatch=hatch, alpha=0.8\n",
    "    )\n",
    "    rects.append(rect)\n",
    "\n",
    "\n",
    "    rect = ax.barh(\n",
    "        y_2 + offsets_2[i], data_2[i],\n",
    "        height=bar_height, # label=method,\n",
    "        color=color, edgecolor=edge_color, linewidth=edge_width, zorder=3,\n",
    "        hatch=hatch, alpha=0.8\n",
    "    )\n",
    "    rects.append(rect)\n",
    "ax.invert_yaxis()\n",
    "\n",
    "\n",
    "# Now add the Human method for the first two metrics only\n",
    "human_method = 'Human'\n",
    "human_data = [0.868, 0.724]\n",
    "human_color = '#67738D'\n",
    "human_edge_color = '#4A5160'\n",
    "human_hatch = '.'\n",
    "\n",
    "human_rect = ax.barh(\n",
    "    y_1 + 1.5*(bar_height+spacing),  # Only plot for the first two metrics\n",
    "    human_data,\n",
    "    height=bar_height, label=human_method,\n",
    "    color=human_color, edgecolor=human_edge_color,\n",
    "    linewidth=edge_width, zorder=3, hatch=human_hatch,\n",
    "    alpha=0.8\n",
    ")\n",
    "rects.append(human_rect)\n",
    "\n",
    "\n",
    "# Set the x-limit (horizontal axis) to show the data range\n",
    "ax.set_xlim(0.7, 0.88)\n",
    "ax.set_yticks(np.concatenate((y_1, y_2)))\n",
    "ax.set_yticklabels(metrics, fontsize=34)\n",
    "ax.tick_params(axis='x', labelsize=34)\n",
    "\n",
    "ax.legend(\n",
    "    loc='upper center',\n",
    "    bbox_to_anchor=(0.27, 1.25),\n",
    "    ncol=4,\n",
    "    fontsize=25,\n",
    "    handletextpad=0.15,\n",
    "    handlelength=1,\n",
    "    columnspacing=0.5\n",
    ")\n",
    "\n",
    "if show_values:\n",
    "    def autolabel(rects, color):\n",
    "        for rect in rects:\n",
    "            width = rect.get_width()\n",
    "            # Place the label at the end of the bar\n",
    "            ax.annotate(f'{width:.2f}',\n",
    "                        xy=(width, rect.get_y() + rect.get_height() / 2),\n",
    "                        xytext=(3, 0),  # Offset text slightly\n",
    "                        textcoords=\"offset points\",\n",
    "                        ha='left', va='center', color=color, fontsize=22)\n",
    "    for r, c in zip(rects, edge_colors):\n",
    "        autolabel(r, c)\n",
    "\n",
    "fig.tight_layout()\n",
    "plt.savefig('diversity_comparison.pdf', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0d238955",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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hQ8jxqjJ48OAA387nnnuOZ555ptotyJycnIDUUxC4dpfLxQUXXMD06dNZu3YtP/zwQ60vY4oj5LjFZFEoDqMiGDD4otF/9913QXEZi4qK5AcffCBbtmwpY2Ji5BdffFFjn9u3b5dDhgwJChsWHh4u27dv7w/CHBUVJZ955hnp9Xr9bTdu3CiXLFkiX3zxxYC2f/3rX+WSJUvkkiVLpJRSFhQUyCVLlsj58+fLM844w18vLCxMTp48Wf7xxx9y8eLFQeGg6orT6ZSLFy+Wf/zxh3zttdcCovnrui6ffvppOXv2bP8YFfOZM2eO7NOnj79uUlKSnDFjhlyyZIncv39/yLGqrvP666+XS5Ys8WeR+OWXXyQg7Xa7/Oijj4KCZB84cMAfC/K6666rNgPCa6+9FjKUm6Zp8t1335VS+rIdLFq0SH755ZfSbrf761xwwQVy6tSpcuHChXLjxo01fm9r166VcXFx1YaO69y5sz9M2YgRI/zl3bt3l3PnzpVLliwJGbj6ww8/lJGRkf76KSkp8umnn5Y//fSTnDVrlvzf//4nr732WhkTExMyFutFF10Ucj5xcXFy2bJlNa5JcWQoQadoMsyaNUtedNFFMiIiwv/Hb7VaZb9+/eS4ceNkr169ZFhYmGzevLl86KGHakyrUxWv1yt/++03ef3118sePXrImJgYabVaZatWreQFF1wgJ0+eHPKBVjX+YXU/UgbHVazupyKSfX3ZvXt3neN+zpkzp07zqS6eY6i6uq5LKaWcP3++7NOnjz/bQ0JCghw9erQ866yzZPfu3aXVapVt2rTxC6ua+M9//iPbtm0rdV2XUVFRcvjw4fKXX37x32/Xrl2ta6hLrMg9e/bIm266SbZt21babDYZFhYm+/btK1988cWAF4+qLwRVf3788ceQ/ebk5Mhnn31WjhkzRiYlJUmLxeJPXXTmmWfK5557Tu7duzdk26KiInnnnXfK+Ph4abFYZEJCgjz//PPlli1bal2P4sgQUp4ADj2KUwq3201qaipbt27l0KFDlJWVER0dTUJCAv3796d79+7He4qnDBUGQmFhYf6y4uJi1q9fz7Zt2zh48CCmaRIfH0+/fv0YNGiQypytaHIoQadQKBSKkxpljKJQKBSKkxol6BQKhUJxUqMEnUKhUChOapSgUygUCsVJjRJ0CoVCoTipUYJOoVAoFCc1StApFAqF4qRGJV5tJEzTJD09naioKIQQx3s6CoVCcVIhpaSoqIiWLVsGJVs+HCXoGon09HTatGlzvKehUCgUJzX79++ndevWNdZRgq6RiIqKAnz/CRUR9BWKE5WivZlMG3MPnvwS0ATSMBnxwf2kXDLyeE9NcYpSWFhImzZt/M/amlCCrpGo2K6Mjo5Wgk5xwrPutXexFLrQpQYGgM6G+9+nzw31ywivUDQ0dTkaUsYoCoWiVkrTs5GGGVDmyi3C9IbOxaZQNCWUoFMoFLWSMLgbaJVvzkLXiOvTAc2iMhUomj5K0CkUilrp89A1tD5nsP86vGU8Y7569DjOSKGoO+qMTqE4CZBSsumNH9j4yrcYLg/trxzH4OdvQbfbGqR/i8PGmb8+Q8HW/XhLnMT2TMHiaJi+FYrGRgk6heIkYPvk31h+z1v+681v/oj0eBn237sabAwhBLHd2jZYfwrFsUJtXSoUJwE7PpsVWGBKdnw68/hMRqFoYihBp1CcBGhWHQ6zslaGIgqFDyXoFIqTgG63nQ/ysLI7Ljw+k1EomhjqjE6hOAlIuWw0o794mE2v/4DhdNP+irH0/scVx3taCkWTQEgpZe3VFPWlsLCQmJgYCgoKVGQUhUKhaGDq84xVW5cKhUKhOKlRW5cKheK4IaUXQ+YBVnQRo1JaKRoFJegUCsVxwWvmUeSZjcQJgFW0JNI6GiGUtaiiYVFblwqF4rhQ7F2AxOW/9sh0nMbG4zgjxcmK0ugUCsUxR0oDUxYGlXvNnOMwG8XJjtLoFArFcUBDYD2sTKCJ8OMyG8XJjdLoFApFg+IpKiX16c/I37SX6E6t6PfotdjjAs2/hRCEW4ZQ4l2IL6SLRGAnzNLruMxZcXKjBJ1CoWgwDLeHaePuIzd1B9IwEbrGgenLOX/l21gjwgLq2vUUdBGJxzyIwIpNT0ETjuM0c8XJjNq6VChOUqSUSJmNlGlImX9MxsyYt5acVdv82cilYVKwdT9pU5eFrG/REgiz9MZh6aaEnKLRUBqdQnESIqVEsh44VKWwI0K0b9RxvcXOkOWe4rJGHVehqAml0SkUJyWHCBBygGQnUpY26qiJw3pgiQwDrdzxWwh0h5UWY/o26rgKRU0oQadQnJRUp0E1rmYVnhzH2dOeI6JVAgCOpFjO+Plpojq0bNRxFYqaUFuXCsVJSWQ15Q1jvu8xTCyaCBmyq/nwXly+9yu8TjcWh61BxlMojgYl6BSKk5J4oBVwwF8i6IYQYdW2qAuZxaX8e+4qtuUU4LDo3DSwO+d3SwlZtyGEnLuwBM2iYwlXhiqKI0cJOoXiJEQIgaA7UrYCnEAEQkQcVZ+mlDw6azlphSUAOL0G/122geTIcAa3Tjr6SVfBlVfE3CueJH3WagA63TCe4e/ei2ZVjyxF/VFndArFSYwQ0QiRdNRCDiC7xMm+gmLMKiksdSFYnpYZVNeUTkxZxpGmu1x06yscnJPqv97xye+kPvnpEfWlUChBp1Ao6oTDEpxVQAKOKlqWlF6K3HPId39Hvvt7ijyzMKW73mOl/77S74sHgClJm7H8SKatUChBp1Ao6ka0w8bZndr4rzUhsOsaEzq39ZeVelfhken+a688RKm3/gLKGn2Y0YwmsDeLCqrnMQ/hMnbiNbPrPYbi1EFteCsUijpz17A+tI2JZH1mDtF2G5f37kTL6MptUY/MwKfnVSDxmBn1HmfAU39m4Y0vInQNyi07+z50TUCdEs8KXOZW/7VD70W4pV+9x6oJr9PNxle+pWDLPqI6tKTX/12ONfLoDHoUxx4l6BQKRZ3RNcFlvTpyWa+OIe8L7EBRQJkm7PUep/MN5+BIjGXP9/PRdJ0ut0wk8bRu/vseMzNAyAE4jQ3YtDZYtPh6jxcK02swc8I/yViw3u9Gse+XxUxc/B/lNnGCoQSdQqFoMMIt/SjyzK5SIrGK1pR4liOEFYfeBa2OhjFtJg6lzcShIe+ZsihkuSGLsNAwgi5j/joy5q0DQJZrqbmpO0ibupSUS0c1yBiKY4MSdIdRWFhIdHR07RUVilMYV24hhttLWPNmAU7jVi2ZaOs5uMxdICUSidPciC8VD7iM7UTbJqIfpRWoJkL/jerVlB8J7vziepUrmi5N0hiloKCA5557jmHDhtGsWTMcDgft2rXjuuuuY/78+Y0y5saNG7n55ptJSkpi7969jTKGQnGiY7jczLnyKb5IuJivW05i6oi/48zKD6hj0eKJsAwm3DIQt7mjvFTi04s8OI3NRz0Pq5aEXeseUObQe2PR4o667woST+uG7rD5zwgRICw6ScNVzrwTjSYn6BYuXEi3bt14/vnnOffcc/nqq6/46quvGDVqFJ9//jmjR4/myiuvpLT06IPTmqbJlClTOPvss+nVqxeTJ0/G5XIdse+PQnGyk/rEJ+z5bp7/Onv5Fhbc9GLIuhIPgYYp5eVH4G5QFa+Zh8vYg11PIdp6DhGW4URbJxBuadjA0RGtEznjp6ewxfq0T0tEGGO+epTYbm1raaloajSprctly5Yxfvx4EhISWLVqFS1bVgaCveiiixg1ahS33norX3/9NU6nk59++umIxtm6dStfffUVkydPJi0tjeTk5AZagUJx4iFlHpID+LJ8N0eI6qOcpM9eDWal8JKGScbc1JB1BXY0ojApplLgSazakUdRKfOup8xY67+2az2IsA444v5qo9XZg7jq0A84swpwJMSghfAlVDR9moxGV1xc7NfUXn755QAhV8Ett9zCueeeC8DPP//Mt99+W+9xbrrpJrp168Zzzz3Hueeey5YtW/jss8+Oev4KxYmIlDlIVgEZQCaSdUh5oNr69oQYhBb42LDFRpFT6mTtwWwOFpX4y4UQRFnHoFUJJG3Xu2HTQlts1obXzAsQcgAucxMe81A1LRoGTdcJT45TQu4EpskIujfeeIM9e/aQmJjIxRdfXG29W2+91f/5xRdDb5nUREJCAv/4xz/Ys2cP77zzDl26dEHTmszXoFDUGylzkHIXUh5ASqN+bdldp7IK+j92PcKiISw6ovzB77j7Eq7/bhavLlnEY7Nn8cXaLf76uhZDjO1CYmwXEWubRIRlUMiMB3XBkIXVlBccUX+KU4cmsXUppeTtt98GYNy4ceh69W9O5557LmFhYZSVlbFixQoOHDhAq1at6jzW888/f9TzVSiaCqbcCezGZ9UogQMgByJEXbWPUILRW23txCHdOX/5W2ybPA3T7SVm4hAeLsjh/uHF9Gnha5dRtJqNhyLomeSLoiKEhl5t2qC6o4vQfegiOGKKQlGVJqHKpKamkpaWBkDfvjUfKFutVvr06eO/XrVqVaPOTaFoqkjpBL/2VXEGVggcrEcvCXUsqySuT0eGvn4np799NyX9OnBxzzJ6JVcKx8QIk3Db6nrMoW5YtHgcWo+AMrvWGYto3uBjKU4umoSgW7Zsmf9z27a1WzRVFYbbtm1rlDkpFE0fV4gygQxZHhpBe6DqeXgigm7VVQ8iITyMLgletCq7kboG0Y6G9TWT0k2xZxEucyeCMGxaJ6KsZxJuOe2It0IVpw5NYutyy5bKPf26WEC2bt3a/3nHjh011FQoTmbC8b2rVonyj0RQ9608ITQEPZCym69tnbc8fXSIi6bQHYlhFqCXvzZLCdoRJHiVriLkpqlQkgNx7RBdz0HovkdUsWchHnmQCs3Vbe7ArrdTQk5RJ5qEoNu3b5//c12iklQVhvn5+Y0xJYWiySOEFWRvJOupFHZtgcQj6Cv05o6UEre5BbexCxDY9I7YtC4BAqZX0kjyXNPKDWEEQkgiLIPqNb50l2JO/xeU5vgk5b7lyEPb0EbfA3gCMiKUzxiXsQer1qL2vktzkRmbQLciWvZBWFVQ5lONJiHocnJy/J8jImoPDRQfXxnLrrhYheNRnLoIkQhyBFAC2BEivLYm9cJtbsFlrPdfu8rN++16V3+ZRYslznEBbmM3EgOb1gqLVvM53+HIvUuhJCuwMD0V8vdBbLCrEVQEFaul36ztmHNeAK9vO1dGJKKd/SgiLLZe81Oc2DSJM7qqWpnVaq21vt1eGQ29rKysMaZUb1wuF4WFhQE/CsWxQAgbQjRrcCEHlGtygXhClOkigjBLL8Itfest5HydllWG2gqYQBlCWLFpKYfdkNj0TrV2ay79H3irRGIpzUGu/a7+81Oc0DQJQed0Ov2fLZbalcyqgq4mV4RjybPPPktMTIz/p02bNrU3UigUSOnFGV+GlBJTE5hhdqTQwBqONyaMMu86dBGHTeuCJmKwiESirGdg1eqwRVucRUAYMmkiC+tjlao4GWgSW5cej8f/2TBqd3itKtyqCr3jyYMPPsi9997rvy4sLFTCTnHCY9M7BGxdAlj1Dg06hsvYgLeZiXfMULyxEaDr4PbgcLfAKRaA4fMR1Igg2jYBTTjq3nlUcyjKAFl+hik0RGzrmtsoTjqahEZXVYurqt1VR1XBGBsb2xhTqjd2u53o6OiAH4XieCClREpPgwQnt2ndsOt90IhCIwq73heb1qUBZlmJV2YjpYk3LhpZHqVI6jqltszyNfjWYVJa78wH2um3gaWKYIxKRvS5rKGmrjhBaBIaXWRkZcSDumQlqFonMbH+FmYKxcmK10zHba4GvD5/M30wujjy1DVCCOx6N+x63X3r6ouGAy8SKSWi3CFP6BpCh4NT9tLivHb+uqasX9YSEdce7fwXIGsraDZo3h1hUdnBTzWahEaXkFB5eJ2ZmVlr/aKiyuzC7dq1q6GmQnHqYMoC3OYKKkJ4ScpwGUuOOi1OY2PXewGaX8hVZd/H26tcSSyi/tnDhSMa0WYwolVfJeROUZqEoOvYsTKaeXr64f4ywRw6VBmtvFu3xnvTVChOJAyZTXD+Nw+mzK+1rZQmUh5Eyt1ImR2yjtf0sKcolc15C9lfvBGzSgBpKSV7vp/Pygf+x6Y3fsBbWvsRRAW6FkuUdTxFm/MxvSamx0Sakowp+8iYuh9Xlq8vq9YOu96w26aKU4MmsXXZvXtlpuC6hPSqyACuaRoDBw5stHkpFCcSoro/Z1Hzn7mUJpJUILdKWVs04RMqZZm5lGRks6v5JkpNn9tMZpkkz3WQ3nFnIIRgxf+9w8ZXv0NYdaRhsv3D6Uxc9AaW8LoZjuhaLFse2EXUIEFY2wgKN+ax++3NIEE72JuYlt3QRLSKhKI4IpqEoBs7dqz/8+rVtQeDrQgZNmjQoIBtT4XiVEYXLRFsRVJGhWankYBGs1paHqKqkPOxDylbsfbfP7Lm8Q+JuLA9SW+ODKiR6zpAoScL7YDBxld9vmnS49PyctftYscnM+n2l/PrPP8OV5/DwhsCs4toVguxHbuja8q4S3HkNImty969e/vjV65YsaJGgxTDMFi+fDkAf/rTnxpkfNM0a6+kUDRxhLDi0EdjER3QRQusWjfs+jCEEJiml0J3Nm4z1JZi6G3G7JXrWPPYhz6tKsaGNIOtOD3GBtxFwYlPha5RlnG48KyZTteeSfsrxlT2YdEZ8eE/sMcpIac4OpqEoAO46667ACgpKeGnn36qtt6cOXMoKCggOTmZ66+/PuBeQUEB5513HpGRkUyYMKHOcTCruisoFCcyQtix6b2x60Owat0QQudgyQ7mZ3zO6uypLM74mg05fxzWKlQQaEHGgp3+5KrO5ZkgCRB2mhBEWj3E9sohumtiQGQT6TXY+t4Udnw6s7JMSrZ/PIMld7zOmic+wZUbGD1IaBqjv3iEiYveYOx3/+LSLR/R8eozjvo7USiajKC7/fbbadnSF9PuqaeeCulPZ5omTz/9NACvvfZagFsCwMsvv8zUqVMpKSlh+vTpvPLKK3UaOzc38M2zoEBlLFacHLi9ZWwtWBRQlu3az77iDf5rIeKBlCo1BIKeWMNjkIaJFFC410XmXYvA49v9sAhBz2Zx2HQdIUzGfHNHkNVkWUYuC/70HPt+XQzAsrveZOGfX2Dr5KmsffpTfhl0O668ooA2QgiShvUk5ZKRRHUIHeNSoagvTeKMDnzBnH/44QfOOOMMtmzZwoQJE/joo4/87gMlJSXcddddzJs3j8cff5wrrrjiiMdKS0sjLS0Nj8dDTk4OL7zwQsD9+++/n7vvvpuoqCisViv9+/dvMhFYFIr6kOsObcWcU7aftpG9/Nea6ISULfFtY0YghJ1O15/FzG8X891pQyiLisTi9vDnHwu49u/NsGlagGFI4fYDSCP4CEBoGru/mkN8/85sfvMnoPIcr2TfIbZNnkbv/7u8wdarUISiyQg6gCFDhrBixQpuvPFG5s6dS6dOnejTpw8RERGkpqYSFxfHt99+y2WXhY5scO+997Jy5Urmz5/PyJEjA0JyVeX999/niSeeqHYeM2fOZObMyi2X3bt3k5KSclRrUyiOB3Y9dDYQixbsT+YLCl0ZGLoYjR8mnI3T7fPL89qsTHYlMCLLQddkF5WuDDrbJ68IPQHhO69z5YQIcq4LXNlq90TR+DQpQQc+V4MlS5awbt06Vq5cSWZmJjExMTz77LMMGzYMTat+tzU2Npbffvut1jH+9a9/8a9//asBZ61QNE2a2ZNx6FE4japbhIJOMafV2nZbZjElbl+Ouaqs3teCrsnFQCEQhqArQsxEaBryMMMuaUo63ziB6M6tsMdH+7Yqy8/5pMeg+ag+R7dAhaIONDlBV0GfPn3o00f9ESgUR8tpiRexJX8hRZ5srJqDrrHDCbPUnoU80hH8eDAlRDkcaKJjQHn/J27g4Jw1GG6vr5KURHdtw5BXbqfFmH4AnDXlGWZd+AjOQ/mgCQY+fRNtzh3SEEtUKGpEyIaI/KoIorCwkJiYGAoKClSAZ8UJh5QSCdz7TSpLdub4DSpbxYbxyY1DiLAHC8H8LfvY8fHvmB4v7S4ZSfPTewbVMT1eSvYfwh4fjS0mMui+QlFX6vOMVYKukVCCTnEisuurP1h2939xZReSMLgrp3/6IL9medieWURyjIPrhqYQE1Z7cmSForGpzzO2yW5dKhSnKtnOIn7YvYISj4uO0c05r22/Gs+mG4rMxRuZd80zUP7um71qG3MmPsh1Gz5As9btUSFNE9NroNuUMFQ0HZqMH51CoYAcZzEvpk5he0EG6aV5LMjYwlubZtbesAHY/+sShF75SJBeg8LtByjcnhayftGeDDIXbcCZXYCUktSnPuXTyIl8EjaB6Wf+H86s/GMyb4WiNpRGp1A0IX7YvRzzsAwEe4tzyCwtoHl4TKOObQmz+bW5qughAjOvfvRD1v77MwA0u5UuN05gy9u/+O9nzFvLnCufYsLslxtvwgpFHVGCTqFoQpR4XCHLc1xFjS7oOv1pPBte/Q5vcZnP+VsTtDlvGJHtmgfUOzBjhV/IAZguD1ve/TWgjjRM0uelcs3Xv5Pj9OXDC7Po/O/CMSREhjXqOhSKw1FblwpFE6JjdPOQ5SlRSY0+dmS75py/9L+0v2IsyWP70eeBqxn79aNBqXGyV20L2OIEfC4Fh4UAW3DXReSUVQruMq/Brb/Ma7T5KxTVoTQ6haIJMbFtP/YWZ7O3uDL56WXtTyO8gTNjl2XmsuqhyeRv3kds97YMfOYmwprHEdO1DaM/e6jGtuGtEqoN94WQvsDPUnKoR9uAQM8ApR5vg65DoagLStApFMcQ77qFGOsXg9WG5fTz0Ft3CrivaRp39jqbzNICcl3FtItKbHAh5ykuY+qIuyjem4H0mmSv2ELG/HVcmPoe1ojatxU7XDWObe9P5dDijQhdR3oNet47iQ5XjWPT69/jLiylzblD+NZKcMJzheI4oASdQnGM8Cz6Ffd3b4DQQAi8y2fg+Nsr6O26B9VtHh4TcCbn9LqZsi+VQncp3Zq14vTmnY94HukzV1G0szLYszRMinamkz5zFe0uGlFj27xCJxt25BD32v2krFqHc+9Bojq2pOP1Z6NbLIz65EF/3dPnrGThvoyA9m2Vk7jiOKAEnUJxjHD/9qHvgzR9mo7Q8Mz+Gv3Gf9XYrtTr5N+rf8Zt+qL+b85PZ1v+QW7oOuqI5mG43NWU15yXcce+fB58YyElZV6QkmHrV9J68VKQkPrUZ5w99Rlie6T46z8ydhDPzFvFor0+YdclIZaXxg89ojkrFEeDEnQKxbHCVRZ4LU1kaVHoulX4ducKv5CrYGNeGlllhSSG1T/qTvKYflhjIvzWlULXsESGkTy6b43tXv5kFWVO3zzabt9K60VL/fdK07KYef7DXLb9U4Smkbt+F6seep+eadmMPb0nA5+9GVt06EwKCkVjo6wuFYpjhNalPxwW4UTvNqjWdnnu4pDlB0vzj2ge4clxjP/9BaK7tkGzWYju2obxv79AeHJcje0OHCrBLPezS0w/gFk1o7hhUrw7g9L0HIr2ZDB1+N85MH0FuWt3svW9Kcw6/+GgzAYKxbFCaXQKxTHCcfU/cH74JOau9YDAcvpErGNrTzraKiKOAyV5QeUpUYlHPJfEwd24ZMMH1d6X0kRSisCCED6H8RaJ4RzILMaU4HYEO5GjCWyxkWz+z48YZS6/ZaY0TDIXrKdgy76ArU2F4lihBJ1CcYwQkbGE/e0VZFkx6BaELYSwCMHFKYPZUZBJrqtSszuzVS+ibY3jeG3KElzGYiQlAOiiDTatP/deN5AHXl+Iy22wvVdf2m/ejN3jQgiB9Br0e/harJFhGG4PoWLFmx4jqEyhOBYoQadQHGNEWP0sDy2axj/7nsf63P3kuIrpFtuSlhHNGml24DKWISn1XxtyP14ZTdvk9kSGWXF7DJyRkcy6/Cq6blnPmT0TaXdWf9pfMZayQ3ns/WGBP7kqALpGTOdWxPZo12hzVihqQgk6heIEQNM0+iYcmaBwen2aoMMSLGBdRglb85dQ5MnGpoXTOWYwNr0wqJ5h5rBpVzQ5BU5/WWlEBGsGDmXk1f3oMDwFw8xj3p8eIn/T3oC2kW2SOHvGC3XOgKBQNDTqN0+hqCOmx3tCPayd3mKWHvqBql7bgxIuINLm0wZNaZCa/TtOowiJxGO6WJczi55xUYQFLFMghD0oFFgFi3dmM2XfLp64KJvMeTuDoqaEt4onsk3DhTAr3JlO1tJN2JpF0eqsgSfU/4ni+KCsLhWKWsiYv46v217Jx/bxfN3mCjLmrT3eU6oTyw/9zOGhSVZmVwZfLvbkUWYUIqvUMZEUuSusL0X5jwWr1oUeHeNITghHK49pqWkCm01nxt5cRnUtRAiwxgRGcRGahj2+4RIP7/15ET/2+DPzr3uWWec9xLRx9+ItCx0IW6GoQAk6haIGSg5kMfPcByhN98WeLDuYy8yJD1K8/9BxnlntmISKK1kp1AShNTRNi8OunY5FdEA3OmBd4cT722dYUmfy/N+HcVqv5jSPD6dPlwT0djFIXSPMKtGAXk8N8fVtEeU/Gn0furZB1mO4Pcy/7llMb+W6spZsZtNr3zdI/4qTF6XzKxQ1kLlgPd7SSo1BmibeUheZC9YTefUZx3FmR0+EtRmR1jiKPXmUh2pBFzqJjhR0LRLNiMf9yUN492wATcMwDaK7LefRWx71BXAGLn93MZS6Wb7bxuiuHlKu74qjRTjpP+1Gt0fQ87bbiOvdoUHm68zKx1t8mNO9JiioJjGsQlGBEnQKRQ1YIkK7AFRX3pSIsiZR5AnUPMP0yviZmtDoG38WOwpWUOjOxmGJoGP0IMLKjVbMrcsx96z3VS6PzGJuWYa5dyN6+94AXDqgNS/P3MaMDTaSokyuGlJG8lltaHX2AMIsw9BEw31PjsRYLJFheEvKKhVTUxLVoQVr//05uWt3ENE6kT4PXo0jMbbBxlWc+ChBp1DUQMuzBhHbqz0Fm/f6w2XFdGtLq7Nrj2hyvBmYOIF1ObPIdfkCOEdbExmQOCGgjlVz0L3ZyJDtZUlByHLvwh8xc9LR+p/J5YPawKE8Zq7ex9KtcSRFtmbSwFYI4cWQOUhpQRMJCKEf9Xp0m5VRnz7I3MufxCxP95M4tDuZCzaQPnsVAEII9v60iAtWv4s9VgWQVvgQMpRnp+KoKSwsJCYmhoKCAqKjG+4wXnHsceUXs/bJTyjYup/oLm3o99h12JtFHe9pNTpmxm5cb94J1TwiTGsYyzf3Yc+38wGI7tyKs6c/T3iKDZexGPBpgYJoHPpIhLA2yLwKd6aTtWwz9maR2ONjmDL0r4EVBAx762663XZ+g4ynaJrU5xmrNDqFohbssZGc9sodx3saxxwtuT3Wi+/C89N//FuXVSlKL6F02YLK610H+fHa5xn161jiIyUVScglRXjMLdj03g0yr+iOLYnu2BIgpAWs0DQ8haVB5YpTFyXoFApFtVgGno3eczieJb9gzPrUX75lmZfUPwKFn2FKvh88mMuiAzVAKSUmoQNTHy1x/TpiaxaFp6DEHzRaSkmLcf0bZTzFiYlyL1AoFDUiHBHoPYb5rwtzzCAhB1AaGUFmUnOyigSmCWUZJZTuL8IwJZponBQ9tphIzp7+HOGt4gGwRIYx+rOHSBjYpVHGU5yYKI1OoWhEzJyDyPxstKTWiKjGi0/Z2OjNUxBJbZGH9lGUG6ixuTvH4eydhFlqIITkuR80LvjxZzJ+2w1A1MBkJv72Gntt+bydupJCl4uWUVHcO3Ao4TZbqOHqReLgbkza8yWewhKsUeF+1weFogJljNJIKGMUhfu3j/DM/Nx3oVuwX/sgln5HlhW8qeD6+U3yFixh2iu+rOFF53Um59GR5UFUBEWFVswnVtFnwUpE+aNFahq2CYOZdutAqgYHi7LZeOesiQgk5GwEdyFEtUVEtz32C1OccChjFIXiOOPdsrJSyAEYXlyfPYvWoRdadM0JTpsy9gvvJPnCO+kX8RGrX/qSrAeGs/+QnaJSn/tAXJSXTr0siPlVIrCYJlt1F4aEquEyi9xulqXvZ0jOVMjbVnmj0yWI1if2C4GiaaF0fIWiETDTtgdlE8fwIjP3HZ8JHQGmLMDpXUKZdw4uYy1Sevz3+j9xAyNmPcuenDAKSiyYUmBKyC60smV4d6RWJfs44I4InTvPyNkUKOQAueNHpLuoUdakODVRgk6haARETAKYZujyEwBTluA05mNyCEkBhtzty1NX5aSjw5A+FJdVdQQXgCRfDwddIHWBWS7wsnRf9oKK5hX/9na4QRz+GJLgDM6orlAcKWrrUqFoBCz9x+BdOg1z13rQdDANLGMuQ0tqfbynVicMmQaYEJDZIBtJMQKfs7xVC/X48Am7wi8uwPbzdorzBOusXcmNaol1rUlYLwkW0CTcMWAw0dZDyIOHvRAIHcLiG2tpilMQJegUDYYpvRR79mBKJ2GWFtj1U/dhJSxWHLc/j3f1H8j8LLRWndB7DGmUsZxZ+eSu3YktLor4/p2rzRtXZ6SJNA9xeIqf8puHXQsqAkJXrWN0jqPs/4awe7ud3D98jxlPhoYnwwRdMPnRs2iRGIlptMTJYhzsKu9OQ3S7GmFtHHcExamJEnSKBsGUbvYX/4rbzC0vETQPG020rfNxndfxRFisWE8b36hjpP+xhtkXPoK3xJf5u90lIxnz1aNolqOILSl3Y6EkKMmPIApBYPzIewb359UVa6gUgJJBKb4MA7rQeOn8iTyVtpJ123LK72tce043n5DzGvxxyb/YP2UJCd3CiEiy0+WeW2ndfOCRz12hCIFyL2gkTjX3ghznanJdqwnMd6bTIfp6NKHep2pCSgnuErDYEboVY/dyzHlvg+EGRxTa+U+iRwdn6DbcHr5qcRnughIwy793IRjy+p30uPOi6sfzepBZ+8FiQyS0CtYAjaVAEYb04saNRKKhY9PPRBOhjUoAyrxOft27kHx3EZGWcM5rN4Jom08z27k/n30Hi+jdIZJ4RxnYotj6wVzWPjuZzrf2xRZj5+CsvRyctZ+rMr/HWo3xikJRgXIvUBxzvGawlZzEwJBONKGiyFeHLMrCO/MlyN3nM8roOAJ2zK+sUFaA+e09cN2H6Ic5V5cdzMWdFxhaS+gaeWt3VjuemZuB+8NHkLm+jAZapwHYrnkEYauaTsenDerCQpj/EWGHGoQcQJjFwbiY07nlH1OBQr7lNwDuuXUQo4a2p0PkIeSGN5GGL79fVHhzzl15PdZoG5iSLrf3Y80D8ynZn0VsN+VLp2g4lNWlokGw6XEcfn6jYcMiwo/PhE4ApJQ+IZdXnjhUmoFCzl/RhI1Tg4odiTFotsPeVU1JRNtg7a8C97cvIvMzKqvvXIP3j88DK2kpwQ1F+2r7rIpPyAXy6nsrkd4y5IbJPi21nKQxsVijbWgWDc3mE659nxxOeKvG8TOUpomUwZawipMfJegUDUKsrSfhljb+a4GFFhFnIoJMxxV+3CU+Ta4OD1/pCg6KbAl3MOy/d4HAH/Yqpntbet59afX9HNge6PYgJcbezYGVRCJoA4AkIBFEb9DacFSUZoLhIuBlyGoL8izQbDrWyNrDgklpIGUxUrprr+t1YSz8L+bXN2J+fTPmqs/9AaAVpwZq61LRIAih0TJ8PE7jEKZ0Y9fjsWhKm6sRi923XVkHQSd6hDZq6XLTuTTr04HMBeuxx0fTftJoLOE1ZPWOiIXCHPwCR2ihfftEPDSg1eyrH23i7j6HDVGQj0hq4b+WEoSIAGrOW2fKXLzmKsDnwK6LLuhap+rrr/gE9q/wfc/SRG6dAfYoRK8LjnQ5ihMM9bqtaDCEEIRZmhNhbaOEXB0QuhWt30XlF5rvx+KA1v0C6mnDbghpjFJB4uBu9Lp3Ep3/NL5mIQfYzv+LzxNA033j2RxYz7jm6BZSBYse2rVh4doSft3kE2qGFIBAFHkRVPoVChGOVRtYo3uElF685koqhJyvv22Y8lD1k0pbFfQyIdNW1b4YxUmD0ugUiuOINuAyRFQS5oH1CHsEWs9zEDHlAsFwo+tHH92/KnqP07H/5VWMLcvAYkPvNxYttnohWl++/d9lTLr1O7zew3PSwUcr27MtK5pOCUWcN3EQltbD0XU7UnYDvEBYrT6AkpLyulURmDIPTVSzDosdPKUB9bHY67kyxYmMci9oJE419wLFiY3PSEMcvbP5Ybz+v+XMX7Y3KBraF29dTJij/u/ZUpbhMecEleuiO7oW2mDG3DYLufKT8iufg7s2+l5Eq371Hl/RdFDuBQqFok5ITwEc+gXcB0HYkHFjENH9/PdNKTlU7MRh0UlNz+WdpVspdLrp2zKOf4zpRbOwmjWj0we3Zu6Svf5rTRP06Z50REIOQIgwNNphspfKqCwRaKL60GpalzMxbeHIvctA09E6jUO06HVE4ytOTJRG10goje7UwrXvAPkz5iINk5gxwwjr5jOOkK49ULoBpAGOjhDWs8G1piNFShMOfAieXAKsIZtPQoS3J7OojH/+too9ecEWn7oQdE6I5u1Lhta6nlnzd/PVzxspc3rp16s5d/xpIBHh9d+SNT1e1j37BWnTltP6og50uHoQEa1aoYm2CFGzAYvi5ENpdArFMaRsyw523vEg0usFBFmf/0C75x8mamACFPxeWbE4E6QbIgYct7kG4C0CT85hhRqU7YTw9jwxK5X9+SUhmxpSsiWrgKwSJ0mRoR3JS8s8vPr5GpauPYjVonHJhK5cM7FbjYIxe9U2lvz1dYp3H6RZ344Mf/deotr7ziwX3/Ea2z+YDlKStWILqY9OZ+KiN0gcrIScomaU1aWiySGlF+nai3TuQBrB2kRTI+O9z5AeLxgmGAZIycE3Jvs0ucMpXX/sJ1gdIbMPSBBWDFOyObMAo5YNH/3wnHtVeO3zNSxJPYhhSpxugy+mbWXKvN3V1i/ef4jp4+4lZ9U2nFkFZMxdy7Rx9+EpKcNb5mL75GmV+X3KQ55tfXdKrcs8nMzFG/n93Af4dehfWf3Yh5iew41bFCcbSqNTNCmk6YK8X8CoyEdmQcaeg7C1PK7zqglvTl6QE7Y3N78a/7im46gs9AhkRE8o2VhRAsICUX3QBITbLJS4QwsBIeD0dknEhwef0a1Ky2H2joPMycpCCwO9isHj4rXpnD+mQ8g+035bhqe4zL+LKr0GJXszyVqyiYTTugU3kLLeQip71Tamjb0HaZhgSrJXbqVk/yFGfvjPevWjOLFQGp2iaVGyGoz8KgUGFP5xvGZTJ8L79gjMJq5rhPfu5juTC0CAPfRD/riROAGajYaw9hDZA1pej7A2QwjB7UO7Ar7zOF0IbLpG7+RYOidEM6lPCo+d2Teou7k7M7hvygpmbD2AJ1bD1cGGEen7boQAh736d2uhaX4h17KdRp8hOt0H6FCUiy06ghZnDEDold+zNExSLh1Vr+Vue/833xhmpWa44+PffQJWcdKiNDpF08LIJzBmpgSzFCkNhDiK1DMNhDRNnNkF2OOi/alwkv9yPa49aZSsWgeAo31bWj/4Nwhr5juTK10PGGDvCFGnH8fZByOEBrFDgOBceef1aENSlIMle7NwWHQmdm9N65jKPHHOVUvJ/eM3MAzCho8jbOQZTF6xHfCd4SEESIknyYKlxBeq68Kxhwv/StqcPwzbA1G0bVVK5146punrQ/vlLbxDujP2m8dYdPNLHPh9JdboCAY88SfaXlC/79N0eyq3P6uWq+3LkxplddlIKKvLI0MWLYGyDVQKOwFaGCLh2uM5LQAyFqxjzmVP4MzKRw+3M+J//0eHq8YBvgDN7gMZYBjYWrdA6MdfKDcmzuWLyH/tab8wA4i64Q6uPRhBXllg/MkwqXG6FsMFYzvQt0tijf3mbdyN8+k7CLBX0XTCxo4n5qa/1djWk7afvMnv4j2Yji2lPbE3344lITC82f7fljHrvIf810LXaD6iFxPmvFqHVSuaEvV5xqqtS0XTImIA6LFVCnSIHne8ZuPHmV3ArPMewplTAIBR6mLedc+QW54SRwiBvXUL7O1aN3khJ12lSG9lCC1pGHhmfozzxRtwvnIz3qVTqO39t2Tqd+WNK+uV/Podg9skoFURUkLAxD5tePS2IbUKOYCY9kkEGWVKiSwNbf1ZgZGfx6GH7se1fi3GoUzKVi7n0CP/wHQ6A+q1OXcIIz64n/CW8VgiHLQ5bxhjv/tXrfNSnNiorUtFk0JodmTcxeBOA+kFazJCP/757HJWb8dTFHyOkzFvLXF9q9+Oa0rI4jxcn/8buW8TCA3L6RdiOecmvDM/wrvgByq0aM+vb4HFhmXQ2dX35Q7OGiA9Lu4a0YOCMjfL9mcDMLp9MrcM6VLnOWrhEVhSOuLdt7vSwEea2Hr1Q0pJ4fY0jDI3Md3botsq3QrKVq3ALK6SE9E0MQ5l4t6yCUe/QHeOzjecQ+cbzqnznBQnPkrQKZocQljAnnK8pxGArcrZlB9TYos9/kK4rri/fgGZtsV3IU28i35ExCbhXTmDw3MJelf9XqOgc5w2guK9uyoLhMAxeDgRNgvPTxxEscuDJgThh+fLAwpLPZSVemieEDrwd7N7HiXv5Sd8wk4IIs67DOuQMcw87yEOTFsOQFSHFpw94wWiO5Zb41ajgaqTGQUoQadQ1ImEwV1pNX4wB35fiSjfm4vu3Ip2l448JuNLKSkq8xDhsKJr9Y+sIg0Dc/e6IIFgbF+FL5RW/Yi48HLM0mJKZ04F08QxfAzR193qvx9pD3biLi31cMU/f8MwK+fw5O1DGNSrRUA9PbE58c/+F1lchLA7EDYbqx56nwMzVvjrFO/NZN7VT3P+srcACBswiPzwCKSzzKcJahp6XDz2bj3qvTbFyYcyRmkklDHKyYfh9rDx1e/I27CbyDZJ9PrHldhjI5FSkrlgPSVpWcT16UCzXnXLxl2BlB5w7fNt1dpaIvSogPub0wp46MvVZBW6cFh17r+gJ+P71c+vUEqJ84lLwOOqLBQaeu+RiGbN8c77JqC+9bL7sPQ/o079AnUKa3bJvb/idBlB5b/996Ja204bdx8Zc1MDyoSu8Sf37/6x3Xt2k/feW3gzD2Jtl0LcX/6GJal5rX0rTkxUCDCFohHQbVb6/POqgDIpJQv+9Bw7P5vlKxAw9I2/0f2vF9WpT2k6kbk/IczCilGQsRP8DvLFTg/3frKSEqfPeMTpMXj6+3W0S4ygW6uYOs9dCIHljGvwTv+gPPcdvnO6EZciWrQHiw0jdQ7oFt/ZXR2EXEW/1VF6MIeFN71I1tLNOJrH4hx3ceiKFa4INRDeKh6haz5Hb/C5JCbEBIxvS2lP82derNO8FacWStApFEfB3h8XVgo5AAlL73qTNhecTmSbmvO8ZTt3srdwIV4MItHpiIEdAwrnQIIvGeqOjCKKyjwB7YSAVbty6iXoAKwjL0NEJ2BuXQ5WB5ah56G18DmwW8ddjXXc1fXqD1mGlNkc/COVdc/OxF3kwT3udKbamuP2GLTatJkus1ajew3c+cUwtiKreVWhJsGzDWxdaxyq32PXs3/KUjyFpf52g5+/pX7zVZyyKEGnUBwFBVv2BWoaAKakaMeBkIKuND2b4r2ZiI42drGwvFRQDGzFQm+8CLMEKU2E0IgIEUlESkKW1wVL3zHQd8wRtQ2cRD6Yq0AatBhjp1mPcUwZ+QnFL3xE+OhxZPboSV6r9pQOG8HABfMAiD+YTk6LlpXnhEIQZpPgzfALOtf61RR/9ylmcTH2vgOJuvLPCJudqA4taNYzhUNLNvrbrn/pW1IuG11jVnVPSRmb3/iRot0ZNOvdnm63X+B39FecOig/OoXiKIjp0jpQyAEIQVTH4DO0ja9+x9dtr2Tq8L+z4r33Dwt7KXAicCFAi/JFLAE6JUcxvGsiQoAmQBOC5NgwzuzTIqj/Y4q5CTARwpes1R4fxqB/j0ECHTf4IsQgBHu7dvc3GffzDySm7fdfO4qL+PK+MhC+lD3ubZvJe+4RPDu2YhxMo3TGr+S/5duKPLR4I4cWb/QZh5aH8MrfsJuf+93Kotte8fs3VsXrdPPbqLtZ/eiHbP9oOsvu/i9/XPo48vAssIqTHqXRKRRHQbtLRtL+yrHs/qo867WA0165nci2gUYQWSu2sPy+t/3XZokHaZq++I5V0LBATKWDvBCCp6/szzdL9rAtvZCkGAfXjOxApON4p6YJdMTWLBpRHZshAK1KMGtRob1ZNML+M5bz+oYhSw7i+HkrdmcRzpKR2Fr4tLmyBbN854dmucGKNHEtX4RZWoKnILTDeOGOAxTtPsihRRs4f+U7WByVee72/rCA3DU7fBflU9r/6xKylm8haaiyxjyVUIJOoTgKhKYx+vOH6XLzREr2HyKub0fi+3UKqpezanvAdf6XO4m7pRt6hOa37m9mScQWOw6hBfqXWS0a14xsYsGgiQQqtSjTa5KbmgnAni7lWpyUdNjkS1UUOW8SIsm3Li0pDOOewXRLcOO0SKxmDmF6HBgGEhns7GCaxA/qiiXcgdfpQhcSo4rxpjRM8jftJXPeWlqNH+wvd+UWBYQo85fnFKI4tVCCTqE4SoQQtBzXv8Y64S3jA649+4rZfe50+v52A3ozK1HWZJLDe7G3YB7ZngMAJDk60yZqqH8bs0mh9QRzJeCLkFK4PY+Nb6wl9rZLkG170KqojNjZC+i+cgX0iENrHuhwb0rJwVKdDtEGRd4F2PS2HOzTiZi5M5D4ZL8pBKVdOpAcGUV4JIx780+4vv+YQ+leNq8JDsJsuAKNdpoP7xlYQQh0h434AZ0b8ItQnAgoQadQHANaTxxCq3MGc2D6CoRVR3oM2gwdQs/25/tN5PflTifTk+63SjxYtgUNjdbRQ4/JHKWU7Pt5EYeWbCI8OY4uN5+LNSp09BJEBGjDgQIMp4eozrFcvP5KAC4GZk58kLRVK0FK9OTgPgRgyErdbftX37Ii0UPMpaPoPjcVq9PNoQ4t2DRhCJ0Ab3YW5rQvsNoE8Yk6mu7173AKXcMWE0HSYYItvn9nRkz+Pxb/5TVMtwdrVBhjv36M8BaBLx2Kkx8l6BSKY4Cm65z5y7/Z+fksincdJLZnCimTRvuFnJSSHPeBwLx2QpDj3HbMBN3qhyez7rkvfYLYMNn6vymcv+ytaoWdp8jFytteI3PWchCCdlePp++Lf0OzWnzbhuVGH8a8NKQpfXldK9aLIM5eeZa36dVfKL1tECVD25Deva2/3K5VGKpsAY9PY3OECwacbmPTGg9lTkFsjxRGfvRPHPHB7hadbziH9pePoexQPuEt4wPiYypOHZSgUygaACklpinR9eq3GTWLTuc/ja/mronAJMAQWkoExyZwUenBHNY996VvWI9PVSrYlsbW/02l172Tgut7ncz+66MYf2zyz3XvFzOwN4+jx4N/otXZg8havsV3PmZA2d/nEP7GWF/WJSQp0V5i8VCyuwykpDA1F/3TjXiHtvQlRRUCBPSN9533uUpNdm/14vVK4pM04hJ1Tj/TTvw/HyF8yLAa12YJdxCVktyA35biREMJOsVJQc6a7az4x3uUHsgicUgPTnvlduzNompveJRIKfloxja+mbsTr2FyWrckHriqH1HhttobV0EInWTTwl6NAD+zZL321DY14S11Ynq82GJqDj7tPJQfVKbpGmWZeUHlpV4nn2//kfgF29CqxK1ESjZNmYH1jlH0feRaivcfYsdHMwBIKItmbLPzkdE2TDONXb98w8wb52OUeH37mBL0BWlwx0yMa7oTP6Qr3dv2pEezzhTvP8T0a17Hme1FAHu3G3TrB+3HdSFswKAj/3IUpwxK0ClOeIp2H+S3UXdjON1Iw6Rw+wHyN+1h4uL/oNUxN5zba/DfnzYye80BdE1w4ekp3DC+K1otAZR/WbyXz2ZVWlQu35rF81+l8vSNp9V7HUkJF6BlfU+25hMeiVosCXHVaYA1Iw2DtQ+8xZ6Pp7D37tMpGpGCIyqSCe0G0zOubVD9qE4tscZE4Ckq9WlUgOkxiI8twtiZit6xn7/uwoMrMKSJDLciSzx+K0kpwIi0MvvAYiLbnUXWvVew/oJROHSNAQM7+bcWi3ZHsvra+ZjecoOSKrJSX3QAe2oO5+2+HS07naKp73FwzlqsRjFOWVl120aTwfOfQVgbfivSXVjChhe/oWj3QWJ7tKPnvZMC3BYUJx5K0ClOeHZ/Pdcv5MBnbp69Yiv5G/bUOVfcu79uZuqyfX5l6vPZOwh3WLhybLCrQFUWb8wMuDZNyfItWZimrFVIHo5miyex5Y0kenJBWMESW6dgyaHY8db37Pl4CltfPZfSbokgJR7DyTe7F3KxOZR+CYHuCtaIMM786SlmXfSo32et+zCd5KLZuD+YjWXUJKzj/wxAidcXhqv4xn7EPL8Y6V+npOTa3ggE7y/fxuytxYBPYVuavpzXzutOn1btyF6xFdMTbDUJYI0OZ9x3/4Ldm8h99SkQGtGGwelnaCz7wyQ/p1IIm2bt3417ywaKf/gcs6gQe58BRF52HcJavdDylrmYOuIuCjbv9a1IStJnr2b87y/U+aVJ0fRQgk5xTClJy2LHx7/jLXPRZuIQkob1rL1RLVQX6cI0giPlV8ec1PSglGZzU9NrFXRhdh1N+JUgwOf3doTyyZeLz1ZzjMy6kDl3FYYGpV0TKjr23/tt/6ogQQeQPLovV6R9Tf7v09HnvkdYZGUb7/xv0fuNRWueQovwJDLLsik7txNmtA3H3L1ITWPX8O7siGyDdQfsPljsbyvxOY7/sH4jvZqHY48LvaU87J176HT92VgcNrLuvbk8Corhc4UT0Lm3zoq5XoSuEdWhBbboEDkCq+DZtZ3cfz/gM4qREu++3XizDtHs7w9W22bfz4vI37A7oCxjTiqHFm0keVSfGsdTNF2aoIOO4mSlcMcBfup7M2v+9RHrX/iKqSPuYtdXfxx1v+0uHoHQNV+MLEBYdGK6tSWud92drK2W4D8Fax1iIl46qgMgqKq8XTWu0xFrYg2FLTYKIzYiZFYAr6z+BcAaEUaz5oKwyODvQ+YdAuC0xL40d/hM9F0j2lLwyEgWX3Mms0Rn9mba2XHQjvewlwYTmL9HcNbkVbzlliSN7QeaQFh10ARJw3vSeWILtNTnMBc8QOQAHeGonIOmCezlIS3DkuMY98OTtX4HZfN+LxeW5ZOREtfS+YGZyA/DXU0EFnd+cchyxYmB0ugUx4zUpz/FU1gakGpl6d/fpMOV42puWAux3dsxfsYLLL3rTUoPZJM4pDvD37sXzVr3X+9Jozvw9i+bAsouHVl7Xrne7eN49Y5h/LhoD06Xl+G9kplwWpt6r6Gh6fy3y8mYvqTcgpEAgdfMXrNhimiegv80zKKD1wAhEIktwetG86zm4uZWisx2HPAmE29P5JsFSwCf20BoQ1GfTSkSFu/Phnuu4KrzhpG/eR/RnVvR7bq+iC3v+GvbWoURO74VuT/vY0FSN7bGtCI2qTkTnxpCu14p6Pbaz8xkdRp9DbEuk0f2Rlh0pLe8rSawOGwkDK45u4KiaaMEneKYUZqeExgAWYIrtxDTMOp0/uExi/GYhVi1aKxa4MM6eXRfLkr93xHP7dKR7Qmz6cxafQBd9xmjjOxdt8DJvdrH0at93BGP3Rg069eF0TPeQM6dyeqhlVuFNmHhtm5n19hW79gP6wVXorcDERGGWVSCsFgRtiVQVlkvCuhmLaRItAnYugWfch0fppHnNDBlxdauT9iaEpak5/Hk3ZeilQtgc/v3vjiX5XEyhQBr8zB+7H463yQORpcmUtOYt/EA/+vRjmZ1+A4cQ0dS9se0KpPSsHbtiYiqPklnbI8Uxnz5CAv+/ALe4jLszaIYo5zMT3iUoFMcM5KG9uDgH2v8B1pC14jr17FOQi7ftYks52Iq1IUEx1Ca2Xs32NyEEEwc2o6JQ9s1WJ/1QUpJxtxUCralEdutLcmj+x51nzG9OnJhr46cY7jZnJdGjC2c9tF18Cczi7D0iEBWCJ3I8Oq3YmUJkXo6HeKi2JtXjFG+TWhK+PPgrkzokM4PG3PomyyxajBrl8bn6zWsmh4Y01KE/h2YmdwHDDCEBhJyy1z8uimN6wf6jIykaWJkZSAsVrS4hIB52nv1J+bOf1L09UfIkmJsvfoRc/NdtW4rp1w6irYXDceVU4gjISYo8LbixEMJOsUxo+/D15C7dif7f/Vtc0W0TWLMl4/W2s5l5JLlXBRQlu1cSrilJXb9xH/TllKy9G9vsOWtX/xlPe6+lCGv3NEg/dt1W0jjk2rxZuFLweO7rE0wCFnCv8/pz0PTV7M7txgBXNW/PRO6tUWYOpf2yPYnEb+xv4ndAobWPqBfkXwa8sAC/E51CEqju5Fn2APHEoJCpy++ppGXS97zj+Dd5zMesQ8YQuzfH0TYKtuEnT6GsNPH1H3t5Wi6TlhSXfRGxYmAEnSKY4Zut3HGT09RtDMdb5mLmK5t6hSSyW3khix3GTlHLejSpi1j/5SlWMIddLl1IjGdWx9Vf0dC5oL1AUIOYNNr39PhirEkDuleTatGRNTzsaC3oEV0OB9MGk6B00OYVcdeYcjj9ZnpVwpNuKS7RHOkBA4Z2RL6/w25ezp4iiC2C/a244nfsIS8Mpd/a9QwJf1a+raJC95+CW/aXn8frjXLKf7uM6KuvqneS1ac3CidXHFMEUIQ3akVcb071DnuoEULbUZeXXld2freFGZOfIit/5vKxte/55f+t5G/ac9R9XkkFO1KD1leuDN0eaNjaQkiEoIT5gA+DbTiX2dBIlh8LxtCCGLDbJVCrqL+Ye29puS+KSvxHJawVkSnoPX9C9qg+9E6XYjV5uC5cwcSF+7T0DQBNw3uzIj2vlx/7m2bAg1LpMS9ef0RLlpxMqM0OkWTx6EnE2XtRJFnBxVbW5GWDoTpwVm864qUkhX/eNf3udzCzpCSdc99yahPqvezagxiu4c+F4ztHhzB5JggLBAxDlybwSwGEQVmHpgFlKSXsvju37E3CyNzWQalaSWcMzue5iOqOS/V2yC8lRq5KWHado2Nmfks3ZfFyPaBCWorhGjFtmbnhGi+umY0OSUuouxWwm2VjywtKhozJ6uysaahxajtRkUwStApmjxCCJqHjSHCmoLHyMeqxxBpaX9UvmrSNPEUlwWWGSbOrPyjnG39SRzSnb6PXMvapz/zl/V/8s/E9z+OedOEHRz9gopnXHIjBVv2+33ThKax6pEPOHfuq6H70duwPTuPcG0fFg1m79aYvNq3kVTorMwfJ00XZE2D0h0gdGTMaRB7OkIILMKkeSRAoKYYfe0t5L/xrC/jg5RgsRJ52bV1XqL34AHcm9YiHGHYBw5Fc4TVua3ixKJJCrqCggLefvttfv75Z7Zs2UJZWRnNmzdn1KhR3HLLLYwaNeqEGkdx9AghiLK2hwYKbajpOolDupO9Ymulz5QQJI/p1zAD1JMBT/6ZlEtHUbg9jeiuberl7H4scWXnB2TslqaJ81Bw4Gc/QhAV0YVrv8zAW8UHQRPQKzm2sl7WNCjdDkifi0H+ItDDITwKvFt85TjANhg0XzvHkJHEPdoM56olCN1K2KgzsbSs2xmrK3UFea88CeXxNvXklsQ/8SpaDa4HhyPdLkp//hzPzs3ozeIJv/Ba9ORjf8arqB0h5eGBj44vCxcuZNKkSTidTu69915OO+00ysrK+P777/n888+RUnLFFVfwwQcfEB5eTVLIJjBOYWEhMTExFBQUEB1d9z8exbGjeP8hZp33EHnrfVZ7nW4Yz/D37kOrQ0SU6jC9hj/nXEz3trS/fMxJYZ5upm3Dm/oHab8tY+OUA2Sn+V4OhK7R5eZzOf3te2psv3jPIZ6avZYyj4FN1/jn2N6c0cnnpyilhD0v44ufUgVHC0Sz2CoFArCC/cxq3RHqgpSSQ3+5CllcWCm0NY3w8RcQfd1tde6j8NVH8GxY5etD0xCOMGKffAc9/uhDuClqpz7P2Cal0S1btozx48eTkJDAqlWraNmy8gzmoosuYtSoUdx66618/fXXOJ1OfvrppyY9TmNhuNysefxjDsxciSM+hn6PXVf9GYmiWiLbJHHhmvcoTc9BD7OFTNxZHS6jmIzSTXili2hrCxIcHZGmyeyLHiXtt2X+LOJpvy1j5McPHPeQYEeDsWMN7o8eBSFoESdJvtbC/G8lB3eatBg3gMEv/qXWPk5PSeLnG84gp8RJXLg9yGAFofudxcsL8Am+CncDyv91gyz1nRseKR43sqggsMw08WYerHMXRkYanvUrA9pLZxmuJbMJP++qI5+bolFoMq+axcXFXHnllZSWlvLyyy8HCJ8KbrnlFs4991wAfv75Z7799tsmO05jsuCGF1j/0tfkrtnBwT/WMG3cfWSv2na8p3VCIjSNiNaJ9RZy63N/JqNsE9nOnewqWkBayWoOTFtO2m/LgMrkpTs/m0XW0k01dddkOFhSQGZpQVC5Z+bHgATTAGkiNMGov3Rg0t4vOXv6c1gjK8+2DLeHpX//D5/FnM9nzS5g5YPv+4Nr23SNFtHhQUJOCIERPgDwaUrSBImEqM6EjCcmjm7/WtjsaPGJvkgsFWga1tYpde/E4w7VMzJkueJ402QE3RtvvMGePXtITEzk4osvrrberbfe6v/84osvNtlxGgtXfjG7v57jjy5SEbl/+wfTamqmaEAyyzZjSA/lEYMBSC9dR0lmdsj6pek5Rz3mwg0ZPPPFGl78Zi2b99ZwJnYEZJcV8/dFX/HUmqk8sXoqf1/0FdllVYIYlxQGnMshJcJbSmSbpCBNddVDk9n81s94ikrxFJSw/oUvWffslyHHlYaBzP4Z48AHpD7zA0sf30z6whz2/3GIJY8dwNB7Aw7Kg3X6GmntQDiOes2xf3sQ4ajsx9qhCxEXXVHn9nrLtmiJLXyGMP4Fmdj6DjnquSkaniYh6KSUvP322wCMGzcOvYaQUOeeey5hYb43yBUrVnDgwIEmN05j4jecOAyzmnJFw+M1XSHLYwcEB4EWulbnnHjVMWXpXh7/cAXa9Gmc/tGL5N1+Jxvf+LDa9ET15Zk1v+Gtsm3olSbPpla+OGmd+gVqP0JD6xA6RNmur/4IzFkk8b2YHYY0DMh4B1x7EWYRA+/vSPNhicy8YRV/3LaGnPVpePd/jczdhSzMQ8oEsPQFa8Ns0du6dCfhlcnE3vc4zR5+jrjHXqyX1aWwWIn5v2expHT2nc/FNCPqjoexdujWIPNTNCxNQtClpqaSlpYGQN++Ncf4s1qt9OlTmRdq1apVTW6cxsQeH03y6D6+tDTlSK9BymXKQvRYEW1rQeCWmsChR9O8X09Oe/WOgHRBw9//P6I7tTriscpcXt7+ZRPx7iLcQsdueoh3F6P/8hM5n39zdAspx2kGJ0EtMypN/60TbkHrNMB/rXXog+3820P2pduDtxV1R4itxsL5QKW1q1sKUs5vTfLpCUS0DOOcr4djCysF6QJPPuRvQmrJIdMOHSl6TCyOgUOx9+yLsNTfXEFPakHso28Q//5vxL/2FfZBIxtsboqGpUkYoyxbtsz/uW3b2p1k+/bt62+zbVvdz6aO1TiNiRCCcd8/waJbXyF99mrssZEMfOZmWp016HhP7ZQh3t4BZ3ghB0rXAhKHHkWXmDMRQtDzrktpP2k0xXszierY0h8vUUpJoScDr+kkwhKPw1K7Ja5hmPzzf8twug2ctigWJHRnQ3QbHtr6A2Gmh4Lps0i47sqANtKdA8XrQRoQ3gkRdvRBqoU9DPsNTyKL83xbmJHNqjWu6XnPJJb9/T+BZXddGlzR69t+zZEW1pgReNDQkdjPakP0jlws4XoVJVKCWYyzbBGGLRq73g6rlnDU62ooTmRDo1OFJiHotmzZ4v+cnFx7dPXWrSt9VXbs2NHkxmls7HHRjPvuX8d7GqcsQghaR/anZURvDOnBIhwBD7vwlgk4kuP5fWUaWxemERdlp1fvPbg13/a3QNAxejRx1raUbdmB6XQR1rUjemRgSLNN+/LZuCevYlBMBDn2aNbGpDA0bzuHh+iSrkw4+LlPyCGgcBUy8TxEZI8a1zMgvg2rc/YfVhb8Iigia4860v2vF2IJt7Pjk98RFp2ut0ykzcgulC5dhB4Xj61zV9935ehAmesAq8zICr0OA/Be15vwN5eFjD7mNHbg8Voo9a4jxjYOu358Mk0oTjyahKDbt2+f/3NdfM6qCqn8/PwmN47i1EATFrRqAiC/9v16pi7bh64JpJQ0W+7lr9cLHHaJRLKzcD55T2+hbJXPIlOPjaH9608S1inF30eZK3hLUUiJS/dtBcaef07gzfzF5UKu0kiG3DlQi6C7uftIvtq+guXZewAYmtSeyzse2Q6BEIIuN06gy40TACie/TsZf7vNb8wSPu4s4v56FyKqH7mFazECJJpA6BDdyYIs9YDDgtA1JGBoAo9F86+ryL0UewNoq4pTgyZxRpeTU2mVFhFRe6De+PjKiPXFxXVPcd+Y47hcLgoLCwN+FE0Dd34RK29/nul9rmHOGX/l0LzV/nul3nzSS9ZxsHQDLqPkqMfKyC/jq4W7mLrM91JlmBJTQm6+zuoNlVZ+EpOSrDT/tVFYxP7HAq17u7WNJTLMWnHkhwA0JL2iTBJv+zNxV1wSOLhRSpA5vuGsdc7L9mWxYgu4MtowNHwQl3UYWOf11oSRm0ve2/8JsNgs/WMmZcsWA+COGhzcSAhsugfvglTkoTzMwhK8+WXkR4cFnM+Z1L6uqhyYuZKNr37H3h8XHrERjzQNin/4guwH7iDn8XtwLl9UeyNFk6BJaHRVtSWrtXYfGbu9Mt9UWVlZDTWP3TjPPvssTzzxRJ3nojg2SClZeu3j5K3c7ItlmZnDkiseYfSM1xHdI9iaP9PnswUcKFlLz2YTCbPEBvXz0/J9vD97O6Vug8Ed43nokt7EhNsC6qzalcP9n67C4zawHdZeCCgpraK9GBKRVVp5bZq49qYhDQNRbg0cHW7j+VuG8NRnq8jILSM6wsY/rujL0B4XhF6soy24qloHC3DUHJJq+f4s/vnbKr9b9sbMfAqdHm4e0qXGdnXBczCd4nwvzjJJRKQgLEIDXcezbx8MHU7byC7sKFiHV5YbvkiJI6uAlu5scJoYizf6gzxr3TthjOzqX5dVS6zzPJbf9zYbX/3OZyRkStpdNoqxXz1a74g1RZ9PpnTaj/455L/2NLH3P4Gj/2n16kdx7GkSGp3TWfl2ZqmD9VNVAVSTi8CxHOfBBx+koKDA/7N///4a6yuODWVph8hdthFZkRLGlCAg7ad57ClagsSkYqvPkB72F68M6mPepkxe+nUT+aUe3F6TpduzefTr1KB6T323Do9hIkXA5qFvWFOQ0qbSkrHZIjfCXUWzEAJLXDO/kKugW9tYPn/oDKY9N4EfnjiboT0Co/0H0GwYhFcRULZESJxYfX3gpw37AmKPAHy3fi8NERlw7dszWfqHm9QlHhbNcnNgrxcMA0uyL/SXRbMwpuVFxNmTcegRxNqTGLw7C4uU/jNPIQRCCGxLt2EW+v5+dRFFtLVuVsa5a3f6hBz43R72fjef/VOX1mstUkpKZ02tWgJCUDb7t3r1ozg+NAmNzuOpfAAYRu3+YFWFTlVhdDzHsdvt9ZqL4vjjNksPK5G4zODty/mbMiuUAcC3Hbl6Vy6lLi/hdt+fkMdrkl1U7l8nBB6bjtXt+x3TBNx8bjfO7mv3WV1aE7CONtnx2XK8WTk+dU/TaPXgndXO1VaH+JtCWKD5RUhvse+szhJdq0WgxzBD5IurfmtPSsmWt35mx6czEZpG9zsuoOO1ZwXVOzBzJZvemlKlIWxO9dLyzIGED680w7fpDoY2r2zvid2BPBgcSUYaID48RNw/7kIXMQgR/I5u5OXgXrMYpMTWbyh6fBLFezN94zig52CN2HhBaTGUbdkK559e7TpDL/6w70VKnz+gosnTJARdVe2qqtZVHVUFVmxsbJMbR9FwlHnzySjbhGF6iLG1IsHRsV7m3GGtk4g/vQ+5yzb4tLryA6/Wl4wl3bKNIk8mlfqMINISvCVmtWi+MatoOQLQNRFQJzHaTk6RLxt2ZEE+rfbuo1en5tzw8MXEJh4WYiwROn/yOoVzFmM6XUSe1g9H+4bJPycskXWuO7ZTC1akVZ5dawLGdEgO+I73/7aMPd/OReg6epidLf/9yX8va+kmpCnpdP3ZAf3mrduF0LTA8zAJ2tiLgrTWqmjDr8O7aS7g0+oqNMvi7W6kdxkyrQDRNtj605u2h4Jn70WWloKAkm8/IPaBF4nt0Q5NF5w+XiMiGjRNEB4lETt+xsi7AL1ZPOmzV7P7qzkIi07nG88hcXCw07cQAsewMTgXzg74PQgbPrbatSiaDk1C0EVGVv5hlpYe/pYdTNU6iYl136s/VuMoGoZSbz4bc3/BLI9qn+PahcsoonVk/zr3IYRg6Kf/Yv3Db5O9eB32hFh6PHYTsb07EmYksTlvBi6zCIAISzxtIoOtDS8a3IZpaw5QIesEcMHgNtitgQ/sf03qy32frCJ+6w7O+uZHNMNnUzhr6mzOW/ImjoRAYWeJjiLuwvH1+1IamO4bdnLjT3PZU+Rk+8g+9Dh7EHePrLTS3PHJ7yy44Xl/gAJpBGt7m978MUjQRbZrHtLoIzKlZrcePTwGY9RdGLNfQ7NITAPy1pdhuEC3QvGU72l2x31B7Uq+fAfpLMOX5gfwuCj+7L/EPvIaw/89iajNP/jrapoAtxP3msVkZEcx98qnEOUa87bJvzH+9xdoESJdU8xNdyJsNpwrFiFsdiLPn0TYiHE1rkfRNGgSgi4hodL5MzMzs9b6RUVF/s/t2tXdxPhYjaPwcWjpJrZPnoZpGHS4YiytxoewsquBjNKN5UKu8g06vXQtrSL6hty6qg5rdAQD/vN/QeV2PYo+8RdR6s1DIAi3xIXst1urGP5z42l8vmAXRWUehnRO5JqRweG++qbE8dXdI5na6W3MKg/54j0ZpD7xCUP/87eA+p6iUta/+DVFO9OJ6d6OXvdNwhJ27La/t7z7K0tufw00QVshaLtsI2ef3Z8wa+VjYfVjHwKhBVwFFQGsq9L24hG0Pm8YaVOW+I1A+jx4NbHdatdabf1HkrtqI6XTf/G9WAiw2Mp/B5yhLWONrINQVbCaJkZ2hm8uFwylsIqgA8qTI5iseuh93xoqQuhpgtQnPg4p6ITNTsxNfyPmpr8F3VM0bZqEoOvYsSMzZ84EID09vdb6hw4d8n/u1q3useWO1TgKSJ+9mt/P+af/esdHMxj16YN0vObMOvdhSDeHm8tLJKY00Osh6GpCExYirYHauiuviMW3v8bBP9Zgj4ti4DM30+eSkfRpV7vZfVyYBTM7MAOANEwKdwbGSvU63fw2+h7y1u8qryQ58PsKJvzxSkA+PNMwkF4DzQJy64+QtQEsYYhO5yKa9zuyRZeT+sQn5YP4fPvQBOuf/5KW4yo1Zk9h7TsfHa45I6hM03XO+PEJ9v28mJK9mTTr2zGg39qIvf7PuOdO8VmhVtmptnbuHrK+pV1n3DmHwDRxuyQH9wtICEffso+Y9l3REppj5mb5hKHQwGbD1m8I7vyPAjsyJa7copBjKE5cmoTVZffulb+8dQm1tXfvXgA0TWPgwLr7/ByrcRSw9ulPfSlXDNOvDax+7KN69RFjOzxGpCDCkoCuNVCa8RBIKfnjsn+x9/v5uLILKNyexo9/eYNfvlvGzozaH4Ca1UJkSnKA6brQNZr1DNQA06YuJTd1h//7kabk0MINZMxN9c9j9aMf8mn4uXwSfi7Th/8Z5/rZUJYNRfuRa95F5mzhaPAUH+YyY0rcBYEaU8uzBgbEVUVAQu8o7M2sOOKt9LuzAz3vuSxk/5quk3LJSHrec1mAkJOmB5k1D5n2LTLzd6TXJ0xzlq4l9Y4nWfmXZzi4YCOx9z7q31IEsHbvQ8Q5F4YcK/Ka29GTWlJWIpn3i8G6RV7W/bKXn/reRNofq4j55wtYu/VFREajt+tIzD+eR09IpsWZAwLXpwlaqnB6Jx1NQqMbO7byQHf16tU11PRREcpr0KBBAduRTWUcBbjyigOj2AOegvo5ZCc6OuMyikgvXQ9IIixxdI5p3DMRV3YBGXNS/dfrTxvE8jPGwNo8WLuI60d34NYza/YxG/PlI8w455/+9cb170y/x64LqHO4QDm8fOu7U1j778/85ZkrM5j/Qjhn/7vCL04gDyxBxB/5TkPrCaex94cFlduSQtDmvGEBdU5/917cBSWk/+5zu+h4fnNOf6Ibuq1cOMQNReg6UkrWP/8VG179FtPlIWXSaIa+8begrVgpTdj/FZTuQxoGZSsOYGR+jqssjrK1W4gvf0HYd/88nPfdT8ork/Hs3IaIjMTWvU+1hixabDyxT77NhmuewOVaRsVZnfSaLLjlWa7Y9y0x9z8X1O70d+7BlVPIwdm+50HKZaMZ8PSNR/qVKpooTULQ9e7dm9atW5OWlsaKFSsoLS0lPDw8ZF3DMFi+fDkAf/rTn5rkOApoNX4weRt2+4Wd0DVaja/fm7IQgjaRA2kV0Q9TGli0w92wG4EqlpR5CfE+IVdl7+yTebsY2jmRPu2aIU0PGG6whAdYKSYO6c5l2z7h0NJNWCLCSB7ZG80a+KfWfEQvNKsF0+v17c4Kge6wkjjEt+uw/7elAcm1pQkHU0sxDYmmN0wQ4eHv3Yu31EXa1KUITaPrbefR54HA7Nj22EjGT38ed2EJmkVHN/ZB7lIwPRDVDeJ9gnHrO7/6z7sAtn84HUzJiMn3Bw7qTIdSn59e0S9b8Gz3WXwKMnDEgKtYgBS0TrGw7YW36HjND+iJNfgOVkFYbRTnlCCNwDRBroNl5DrnkBh+blAbe2wk439/AXdeEULXsMXU3WJVceLQJLYuAe666y4ASkpK+Omnn6qtN2fOHAoKCkhOTub6668PuFdQUMB5551HZGQkEyZMCBmfsiHGUdTOgCdvoMNVlWc3Lc8cyLC37jqivjShHxshBzjiY2h78QiEppGfEB8yLczuQ0XIHVORM+9Gzv4/5KKnkaWBSVftCTG0mjiMhJF9+N/0bdz88jzueWsxqTt89aI6teb0zx7GGuV70bI1i+TMn58morXvvNAWFR4UuUO3ioCI/qLl0GrXYXoN8jftoWhXerXO37aYSM769d9cVzqN68umMey/dwWcDwbUjY7AEu5ARHVBtLse0f4mRMJwv/HOrsNzzpmS3d/MDe7I8GXgNnPL/EKuAiFAt/rmapoSuwjtAuQ28kkv+ZgDJe+SXjKZUs9O/72Yfi2h6ouALojoGo1J9WeNQgjscdFKyJ3ECNkQIRAagJKSErp06UJ6ejrdunVjzZo1OKpkAAYwTZNx48Yxb948vvrqK664IjAj8GOPPcZTTz3lv3700Ud58sknG3yculBYWEhMTAwFBQV1CiB9suIpKUMaJrbo2mOLNhW8ZS5WPfQ+a1bs4rOxwc7Qr5wXxaC8ym1FhAYRzRHDH0UIwbep+3ln0Q5K3QbNLBacacUIo9wvXAgmjerAD4t243F5aRsfxoOXdCWhvS8CSJS1ObpmJWv5FqaO/LvPUMSUICX97hxI30usYHEgOk1EJA8ImhtA8d5Mfj/nnxRs9UXnaT1xCGO/ebxRLTpnjP8H6bNWB/iY2WIjuSb354B60ijDk/oSMq+Ios/XBt6T4HVpeF0aUkoyva0Y/Ov/AuoYhpsM54dB4yc4LsCmJVO4dy+zr7ifghW5AFgT7Az6dTRJfYcQ5xjTQKtVNAXq84xtEluX4Auy/MMPP3DGGWewZcsWJkyYwEcffeQ36y8pKeGuu+5i3rx5PP7440ckfI7lOAof1oi6Z21uKljC7Ax59a8MAbzTtvDV4j3+exP6tWRgWCrka5WRMqQJxQfBXcS8/U5enrPVXz/X40GLs+HIcpcfG0m+mb2N02bPpsPGTQhg1fIU2r0xBC3MQlGxTqw5mkGndWPiwjfY/OZPeIvLaD1xKJ3/fE6dnOXnXfsMhTsrrYrTpi0n9YlPGPTcLQ3zBYWg+50XkT5zVcB2a4+/XxJUT+hhrPtc0uUcHRFh9WUpkJXysSLfa4nbTs93nw5qX+xNDTl+Tt5cVpw1h9y1O0n5v250eaYvptMkun8z7DHxxNpqDhkmpYScJVC4HtAhbjAitubkzIoThyaj0VWwefNmbrzxRpYuXYrFYqFPnz5ERESQmppKXFwcL730EpddFtrKKz8/n6uvvpr58+czcuRIvvzyy2ojmhzNOHVBaXQnD6t25bAnq5hWceEM6ZSA3PIt7Jt3WEgogTjrNf49azvTNh3AOOxUIPygE2H65ED/efPpvmpVZYIaTRB7XSdaPj8Ew4Dd+22Mbn8hrRMjceUVsfCmFzkwYyXWqDD6PXY93e8IbXlYwcf28ZiewBQ/SSN6MXH+60f9XdTE3p8XsemNHzCcbtpPGkOPv18cMnDyoSUb+W30PcQmCfoPkUREC0xhIfycSbi9VgiPJPbcCWi24O3qfNdCSrwbg8rzFuay8vw5fn+48C5RDHxnEq1GDMOupaDVEsBZZs2D7AWBhS0vQMT0qcc3oDiW1OcZ2+QEXQXr1q1j5cqVZGZmEhMTQ9++fRk2bFitv7BNZRwl6E5eZGkWctEzYLrLtRcT2o9H63oRL/26lB+3F2Ic5ucXnu5ElP+lXfDBh0Qfdn5sSQ6jS6ovE3dRsaA4fTQXjWjP7xMeIH3WqgCH7bHfPEbKZaOrnd9XrS+n7GCOX7MSuka7S0Yy9uvHjnbpDUbWss1sevNHvCUu2k4cSMcbJqLVIUC72yggy/lVQJmUkjWTFpA9I6OyUAjaXTKCcd/+K6Cu6TUQuhakGcttr5SnOapCWGtEyg31WZbiGHJCbl0eTp8+fejTp/Hfpo7VOIqmgZSSTbmZZDtLaBMZS4eY+Brrl3nz2V+8CrdZSqQ1kTYRA9HDE+H0B5F7/wBPGSK+K7TyWR9e3N7BL9vzkRLMcp2tTVkeHmsYkVERTBrVgV1f2H2GllXG0SJ9voGGCdl5OlFWHW+pkwMzVgTMR2gae35YUKOgG/raX5lzxVMIiwZSYgm30//xpmVQlTikO6OHhHb+rgmbHkOMdQQFnoX+sjCtM7lzfwqod7gFZeHOdOZe+SQ5q3dgi41gyGt30um6quevId73m6YOoDgCmqygUygaGikl/9u4jCUZe/1ll3TszfntQ2fgdhnFbMybgiG9gKTEm0OpN5fusRMQEUmIHlcGtenQpRtvzf6Er9ydKBQ2BpgHmKStI+ze19AS2gCw9vmbWP2nZ5BC+ISdlCTc3QsAt1swf0k8z/45GWERwYGRBej2mh3mUy4bzcRFiez/ZTG6w0bH688mqjzG5L6sYl74ZSO7DxXTOi6c+y/sRafkqLp/iUeIz2duKUZODrYOnbB3rznreU1E2noSYekesC064IksVj7wP7+DuW6z0uu+SQCYHi+/n/NPivdkgJS484pZcMNzRLZrTvKo8pfcmL4+t4mqxKoX4JMFJegUpwxrs9MDhBzADzvXMyipNS0igrc+cpy7/ULOh6TIk0mZkUe4JS7kGMLmoMe19/Hoz68iD+1GRMZhOfcRv5AD6HvdGcQnRrH9oxkgJcmXDie1lc6WFaUYzkT+dW0vYiJ851Nd/3I+W97+2TeFch+/rredHzCmWVKImbYLERaJ1saX3SFpaA+ShgYKk8IyD3d+sJz8Ug+mKSkoLeCG/y6idVwY7902jOgqiWRNw6jTVmJdkIZB1r//hSt1NRWRsWOuvYHoSybVu6+dX8xm2V1v4sorIn5AZ8Z8+SjRHVvS+x9XEpmSzIHpK7BEhtH9rxcS09X3nRduT6NoZ2DIP6Hr7J+6tFLQJY31Wc8WrPf92+w0iA1t1ao48VCCTnHKkFlaHJRkFCCrrCSkoJOEzjUmD89LdhhafCvsN75UY53W55xG63MqM1N3B2RpDmSshJy5SEs/RGQLhrz+VyJaJbB/2jJs0RH0/seVAQLMu2MDJf99BMp8EVUsfU8n/NZHEXrwn/baPbnkFruDytNyy7jtvaV8efco9v68iMV/eRXnoXya9Uph9BeP0KxnSo1rqY3SBfN8Qg7824EFn31E+MjRWBKTkIaBc/50jIP70Ju3wjF6AsISrLVmLtrA/Oue8f8H5qbu5Pdz/snFGz9At1lpf/kY2l8+JqidJZTlr5RYIyrdioTQIWmc70dx0qEEneKUoUVEdKiTGJLDQ2/dNbO35UBJapU2ArseSZglOB/a0SKL0pBLX/I5VAsBO6bCoL+hxXelz4NX0+fBq4PbmCal7z4BzkojCu+6Jbjn/IT9zGCLYU2r3jVhf04puWt3Mueyf/n99vI37WXG2fdz6bZPjshNxFvmwnB58B7KAF2Hw5KUGtlZ6PEJFP7nCTxrl4Ou+YIyr1xI9P89GxTuK23qUl+4sXLLSuk1KNqZTuH2AzUK44i2SbS7dCR7f1gIUiJ0DWtUGJ1uOL4pkhTHjiYTGUWhaGx6xycztlXHgLKruvQjKTx0RIxwSxxdYs7ErkUi0HHoUbSNGIwmGmZLrypy64/lTmTS57YgTeTmr2tuU5SPLMoPNJoQAmP/zpD1+6fEkRxbvcBKm768vGNff9IwKTuYS25qZX+eolLm3/A8XyZfynddrmfXl38E9WMaBkv//h8+jZzIF3EXsvadWUFCDl3H0qIlnm3r8awtj01pGCAlni1rca9bHtSvHmYPaSBiCas5ao4QgtGfP0z/x6+n1fhBdLz2TM5f/jaRbesWWuxExltcSunuAxhO1/GeSoMiTZOC7Wl1rq80OsUpgxCC67sPYnjL9uQ4S2gVEUOryJga28TaWxPrbkNm2WacRiHbC/+gpbcPbSKDs1nkl7l5de42NmcW0iLawd9HdaFjQh3DSjnzgKpbohKcBdXV9q0nMhqsNvAEbkdqzUInCQ63W3jr5iHc/dFy9mUHmtL3adsMi7MsZLgwS3hlRJV51zxD2rRlSMPEeSifedf8G1uzyIBt2E2v/8DmN3/yX+9amEbMWYnE2fPLJ6gR99e70WOb4d22LuRc1z8xmf5fD0S3VwqxTjeMZ+Or3+IpKvNni29z3jDC4xwU/e9FvGm70Vu0JmLSzejxSQH96TYr/R6r3fJUen3+h8Jy4j8a07+Yws5/v4c0DPTIcLq/9iBxI078c0dXbiG/n/sg+5dtqHObE/9/s4mzs2AKcaI5yeGDsOs1P1QVx4aOMfF0rMWtoIJCdwaZZZsDytJL1xFnb0eEtTKjhdcwufO71ezOKcGQkrT8Um79egVvtzYxPvwcs7iEyMH9aPXgnViiQ2yVxnaA4kz8wk5oEJNS49yEbiHs6rso++QlQIA00RJaYD+reiOPpBgHX9w1ind+38qPy/djmCb928fz7FX98eYVsvaZz3HlFCK9BkITNB/Vh7i+Pi3YU1LG/ilLDpuDxq6v/ggQdOkzVwXUkV6DNTMOceWW/yLz87G2bYclyadNWVI6g6b7885VCNo9C/cQ/fjztBqagt68FfYhY4hsk8R5y95i7dOfUXowh+bDetL7vkspeOYuzPLEq0babrzbNhL79Lto1WjqoZAeN8Ufv4Fr8WxAYjttDFE33oOwHbtEuA1J4ZrN7Hjybf+1UVLGpr89zWmzP8QWd2I/h5b+7T/krKo9zVpVlKBrZMqMXAo8TooLD9Il5hKsWuhsCYqmidMorLa8qqDbcqiIHdnF/mtTQqnbYOoP8zkzyxe8uHDhcoxHXqDDG08F9Se6XoIsOgAFe3wF4YmI3tf672cuXM++nxej2a10vmE80Z18ufpsw85Ga9EOY9s6RHgE1kFjEI7af8f+cnZX/nJ2V6SUmKVlaLrAkhjL+cv+S+q/PqE47RAJA7rQ77Hr/Gb8oaKchCq3NYtE6FqAk7slwo69Y+cgR209qSWOa/5OyYevoFsE0oS1S0y69NGIy1xI2ZQlYBi41ywm6vaHiencmlEfP+Bv7167DDOzSlJb08TMy8azbgX2oWOpKyU/fIRr8Sz/1qh7+TyKwyOIuv7osolLKTHS9iDLStBbt0cLPzYxXwtWbwJNq8y6LiVmmYuSrbuxDet3TObQWGQu3FBjxvtQKEF3TJAY0kWBezcJjp7HezJNEk9xGRtf+ZbCnenEdm9Hj7svxeI4NhkLaiKsGi3ccVi5Gcq5WErMqkk9TZOSVeswCovRowO1DWENh6H3Q1G674wuqiVC8/157v5mLnOvetonPEyTdc9+jma1kDymH6M+/idhKV2xpHSt99pKU9eR/vRLGPkFaNFRtHzgXiJPG8CID+4PWd8SZqfDNWey68vZPkle7irQ5cYJAfV6/d/l7P1xof++NEz6P/HnauN0ho8+i18ufQOrcOEsgZh4Qct25XXLz/bcKxbgGbsWW/d+AW3l4Wd//nJvyPLqcK9ZEnj+J008qUvhKASd9HopevvfuFcvJi9LkplpJXzUmXS56+pGPx+0xsVUCrmq5c1O/ChNYS3iKDmQRTVG0SFRgu6YIWo1Sz9VMVxupo25h9y1O8t34CQHfl/B+N9frDZtzLEiytac5LCeZJRVxldsFdGPCGvg1mfXpChax4ZxsMCJISWaAIuU9Du4J6hP6cyE6OBtNSE0iG4dVL78vrd9AsNb+Zdtur0c/GM1sy58lDPnvc47M7exfEc2UWFWbj6jM6d1qj5RsLfUSdoPc3B99r5fkJhFxRx4/BlSJr+JrWVytW1HvH8fYcnNODBtObbYSPo+ci3NR/QOqJMwoAvnL/svW976BW+Zi7bnDwuK5CJN068JarrO0HfuZ/61zyClJKwahdTMywkqs3bphYiMRpYW+x7smoawObD2qN9ZlE8LDnQ+EY6jC0heNvNH3GuWkL7HZNU8EyEMWD2FzR/O4byl/yWmS5vaOzlCEieM5MDHP1GybY8v6IDXIHHiaCK6tq+9cRNn8Iu3MeOs+xHChDq+zzTZWJcnOhVx2Bbt/g+R0WEINDrHXIxDjz3eU2ty7Pl+PnMmPRFUfs7sl2gxtv9xmFEwxZ4snEYhYXpMwJZlVbZk5fKfxRvZm+0m3hHJnR0icPzzUd8DuPyvLKZPOK2vaI8Y9RRCq5sQ/zjsHEyXp9r7u998jLkZZT4lC58i9d+bh9C7bbAbhDMrn2ln3EO7PoKIjGDBkfyPu4g5u/F8yTIWrGPBDc9TvCeTqA4tGPTcLWx4+RuyV23DFhOB9JrYRQmjzz8sHqUQxD71DpZWKUF9evfvpuiDlzEO7kdPbEHkn+/B2qFSwzXLSsj98F1KN27Ca4sh/pY7iOkRaH3rWrWIojefrMw/KCWRt/4Tx7D6fxdFu9IpzcjDvuoHvGsWM+MrN+4qqfWErtH+yrGM/vShevddH4xSJ+lfTMGVnkVE9w4kX3pWtdvPJxp5G3az/pNpjH7xryd2rMuTBYEFmxZN64jhSshVgzu/OGS5Ky90+fEg0ppIpDW0NSPAwvTdfLhpBWaEJDECJrSLp1/HrqQ/fCZF01dhSyskqoOdxFFRPgtLVz6E1c0gJmloDzIXbQjQ6ALG3pWLGebTPnwBVATTU9NDCrp1z3/IxCkjcO/I4cAzi4Lua+GNl1apJC2Lmec+iLfMBVJStOsgcy5/EqEJpGHiyvadh7qB9ctMep+mITQBQhBx3Z0hhRyApU17mj3+Zsh70uMm++G/Qk46YQIohqwH78DzyKskDK50vLcPHI647xmcC38H08Qx/ExsfYeE7lNKNrz0DRte/hbD5Sbl0lEM/c/f0B02lt/7Fpte/wGAnkOspHSTuA+z7JeGSWl68EtGQ6OHO2hz85FnYGnKNOvVnn6PXAsv/rVO9ZWga2R6xl2tshfUQtLwXghLpSMwQqDbrSSe1u34TqyO5DhLfEKuyrbXwoNb8LIVo30s3H4G7YoO0SFrGxq+o6C9eQbt6yhTRn36IL9PeID8jXsCbwhBm0mjcYcFdxTyzBDodKkDS4QFS68k7J2a4dqV75uQ0LC1a0PEacFuE7UhXUXIrVOgNBuiWyG6TERYgq0VM+am4i2potr4/fWC57p3q6Qw16TnQAuOMA3XZ18RF5VE2KDTgurWhHvDKrS8g/7waQiIjYPtT75Bwq/vBNS19RqIrVft698++TdW/vM9//WOj2YgTZM25w7xCzmA7Wu9JLfWiY2HgpwqR4CaIGmYOqs/lihBpzjuxHZry5gvH2HBDc/jLXFii4lgzJePENG6eg2qLphZ+3F/+RgU54FuxTL2eiyn+eJEZi5cz8E5qdhiI+lwzRkUhWVS4E5HFxaah/cgvB7RTw6WFAUIOZD0STCo+vzeG5lInLOYHkXpfJbWhS9WreOTvw2neUzt0i6idSIXpr5H0a6DFGzdz9b3p+LOLqTFuP70feRapn21lhU7sv1bl4YpOatPi9B9tfSNJywabR4bRe5PW3EfKMKaMoj4q64ImQOuJqSnDDn/31Ca4zOiyViLzN4GI+4P2prV65HhXLdAr4E2rDYBEsz8fLKff5rmL72BrV1K3edXVhqy3FuQH7I8f8s+dn/5B6Zh0n7SaL9rRVV2fjUncAzTZPfXcwlrHoewWpDluQDdTsm8X7yMevoClr86l+IMn8baesJp9H3k2qB+GwMpJQc+/JF9732D6XQRP24onZ/8G5bIU8v6Wwk6RZMg5dJRtL3gdJzZBTgSY4/aCMX0unF/cC94y52pvW68M9+HmCR2zs9m8W2v+LRI02Tty5/TdtoZWOIdgCDLuZNecefXWdjFH2bOb9XAfthflpSwXjbnm60t+CO7FZrwMmdDBlcOr5txgKbrxHRuTUzn1rQ9b1jAvScv78erUzexYkcOUWEWbjmjMwPah94WtUTGIs08hK6jOSzEX9EDEGjxR5jG5+AaKMmqulLI3Q55uyC+c0DVVucMJrpLa4p2pSO9PodvS5gdo8yFNH2huTSrBcPlISoG7I4qZ3RSgmniTF1dL0Fn7dITUwoEJkIIpCkxTbB16x1UN2vZZqaNvRezfGdh/QtfcfZvz9LyzEAtT7dZ/RalFWgWnfCW8UHby14PJF57LZfe/VcKtu5HD7MT1aFFnTLFNwSZP81m1wuT/ddZ0xcivV56vPHwMRm/qaAEnaLJoFkthLeo27lVbZg711QKuSp4l/zE0r+vAfA/lJwH8sl5ezPNH+kPSCQmGaUb6RA9ok5jtYiIZmJKd6bu2YwAvGb5bmDV5zSCFYfiWZ5d6UdlmJUPSq/p5kBxKjm7d2LsdxK+N4a8NTspy8gjYXA3+jxwZUCUkKpEOCw8cmn1KWWklHgyDkHmJsSG38BZhBnuQBvUDxHfDBHWr07rDInXWedya0QYExe+wZrHPqJg235iu7ej9wNXsumNH8lauonwlgn0/9efcDRvRsmqNZT897mgPjR7/Ry49YRkwm78J8XvvYDVauJ2w66ctgz59q6guisfeA/T7a1Mi6QJlv/fO1yU+r+Aet3vuIAD05cHGGn2+PsldLlpAts/nE7u2p0+VxCvQf9//cn/O92s17G3eMyesSjQmNQ0yZm9zOeg30DZKU4ElKBTnJRU98JseMyQFozejKpbXBJDVm/lGIrLOvWhR1xz9hflE+cIJ9pexvJDKxAIJBKnU2fDZp/mpwnQNY2R3XxhqkzpZVPeVErdeZAkIQkOiR3suXcmeEzSpi8nZ/U2zvjpqXprAmZpKQcefxb39vW0nuAATfi+m1IX5uJV6Bc/jAivvw+en8Ru5O33krPDSXgzneTedoRuhei2hJqpIyGGYW8FCpnBz98aVM825nQ8f/TEvWWzb0tU09CiYwg7vW4vH1WJGjWW8GEjKVi3jfCwcEZ0axvS+rD0YG5g7j9TUpaRG1SvzXnDOOOnp9j42ncYZW5SLhtFz3suQ2gaExe9wc5PZ1KWkUvCad0CIsYcDzR7sPaJrvmcyU8hlKBTnJSIDv3BagdPoMmbfcxlhLfcTVlGXuVDzZQ4+gZqkjG2lvUes0dcc3rEVToCN7PHklGaiU2zESGT2dxqG1sPFJAY4+De83rQNtHnS5fnSqPMyEfogoq84+GDE4kYmkTJggwwJft/XULh9rR6+14deu9jStduICpFQ2hVXwCkb18tvwiOIiLU9m9SWXR3ml9jaN3fwWmjDCz7nsc6cCTWweOOKIyW0HUSH32Swm++wL1rB5bE/2/vvsOjqtIHjn/vnUky6YU0QgJIB6UYqSIqWBYUy7qKbRXL2nZddXXt69pW7HXVtfysq1gRXNfCIiBFqgLSpIVUEgLpZZKZzNzz+2PCJEMmvUwyeT/Pw8PMnVvO3Mncd86557wnnoiLf48pom2F1c060cfGAqZGfwUlnDSa8rRcd9YNzawTf6L3TiP9zz2R/uee2GC5OTiI4dfPblMZO0PSZbMp+N8aj2CXPPe8Lms67S4k0Am/pJsDCfzDi9jn/x3KCiAgCPPp12AeOoEZCx9hyax7sRW5Ogf0v3Aa8delYqUQ0EgKGU2cZVi7yxAfHE98cF1y4ReumuB1Padq2MQKoId7zsnm0WOxhaq2bnelxXKYvF/cvPSObKnqglLW3PSCxwR/wc5qqNJx7NyIY+dGbD98SdidL6AFWhrdT2N0i4WoK69pc/mOUDXlkPY+VB10LQgdiBp8OZrJs0wTn72R0j3ZHFrtShYcPWYwJ772l3Yf35eiJo1h9FuPkvPOQpzWKmJPm0K/q873dbG6nAQ64bf0mL5Ybn6zwfK4CSO4KP1DindkEBgVRuTwFDRNw2nUoGkmdK1rm3UiAhJAuTLnHBlTpmwGVT8XAK4BxsF9+xA5ckCr962HuWqN1lwn9jKDgDDXuDRN16HPQLTEkW0ud0Vmvkfni8AgOG6SZzA1cvZjX/k1Qaf/rs3HabesL6HqUN3zykw4sBj6n+exWmBkGGeteIGyfQdQToOIof06bJZ1X4o+8XiiT+weiRd8RQKd6JUCwkM8ZuoGMOkNZ7VuiqOsnJzHXqJiwxb00GAS/nAZfc6f2eqyWMyRDIs6jT2Hl0KgwllkJ+fGVahyVxNa5Mj+TP/0wTbl/gxIjKd65y6UA3K/ryb62AACwnVCZvwG88SLvc5E3hSj6BDGoQPocUmEDUjwGP9oCaFhrVE3YZQc9rKnLlSZRf0pkJQycOz8GWN/AKa+KQQMr+uBqWkakUMbpmETPZsEOiHaKOtvT1G5eTsOuxO92kbu0//CHBNF5MmTW72v6KAUJvabS8XBfKzlhaQuuARLXBRGjcPVnb2N9JBgdxZ7ww6Fm12dbAb98Ry0wNZlQbEtX0T1p6+6u5RaLryRqa/fzurrngFDUVnuSp3pUQlyOjClDG10n10iIAyc1YBCKUXlD5nYth0C1gNg+c3vCLukYYeY5hT9ksb6v7xCRfpB+kwYzuSX/kxIYkzHll10CAl0QrSBs9JK8dotpO2uprLCVVuI7xtI5LI1bQp04KpNhPdNJLxvXVJlU2AANU4nRTYrEYEWgs2tC3qhE1Ip/e/iugUmncDkfphjWj4gHsB5IJ3qT15xP3fYoPS91+l3/d38dttbFG7aS3BiDOEJDqxvPMKRvFcBJ51FwMQZqJoaypf/gLOoiKAhQwgZ3/oMLG3WbxakfQBoOHJLa4NcnerFCwiaeIpHfszmVGTl883Jt+Kw2lBOg8oDBZTsyOC8zW+064eJ6BwS6IRoA81sZv+euiAHcCjPTs7PWfSvt57hdGI9UEBARChBUS2fCPSIHYUHeWXbGqocNeiaxuXDjmdGK2pI4VMnE3fjNRS8/W+UvYagYwbS76F7Wp3c13kg3f3YWmqiqsx1Ma94/Hkif3cBg6+5uu6Y8+Zj5GWghUdhSuyPqqkh9557se3a7aruOZ1EXXIxMVd4yQ5iHASVhistfR/QR4DWvsuUFjEUNfxGKNmBM2c78GuDdYzDedCKQJe5cDU1ldWu6Ypwjcks/TWLgp/2kFDbU9Nps1OyMxNzqIWIocm9rqdjdyKBToi20HUqyhtOu1ReWfe4dHc2S2bfR3laLgDH3vY7Jjx7U4sveOV2G//cuhr7kal0lOLfuzfRPzyaIVGNT8NztJgLzyP6gnNQ9hp0S9t6WWqhrlnRHXbNHeSOKF3wBaGTJmI51nWB18Mi0IfWDWAvX7oM2+7aGaFr30vJx58Q/pszCYiv65WKKgC1rd6e88BwgGlcm8rsUf6QvhDSF3NVP/ji2wavm/q2csqcxuZ8qe3CX7o3h8Vn3kVlZj4AyWdPYvpnD3WLORZ7o941alCIDqKZTQ1yN2q6TnCyaxydUorvz/sbFRkH3a/veGEBe99ueJFtTHZFCTan0+OaqqGxt6Sg9eXV9TYHOQD7iv8A4HR4D9K29IxGt3UUFnodoOwsPGowtjrYYB04DKr5GTaNGgcHP1jE/ode5MCbH+O0VnldL2DwSIJnX+qxLOS3czH3b5jTsin9z5+KOTgIrXZiXc2sEzEsmdjxrmEpP1zyKNacuk44Od9uYOu8D1t1DNFxpEYnRBtomkbqI1ex8c7XXRc7TUM3mzjujjkA2ArLKNuTc9RGkPH5SgZfcUaL7uOEBzQMTApFWCOJl9XBzaj0/4GzBi1xHAya1eI575qibFU4tq4DwGT2XpWp2rqVyNlne30taPBgd03uCC0wkIDkfket2bamPWUY7L3jMUp//NkVUJWi6PsfOfa9Z7wG99DfXUXQ+JNwHsrFlJiMOWVQq48ZPjCRWcufY90tL1ORlU+f1GFMeu4GHKUVEB1O0ZY0z2wkhuLw+oZNpqJrSKAToo2Ou2MOIclx5HyzHnOIhZF/Os+dz9Ac5mWAtIIDizeyaPyNhLz/J4gKYWxcEkmh3qdxSg6LZFJCf9bnZ2HSNAyl6BcWycSE/g3WVYe2obbUTR2j9h2Amiq0kRe1/43WG1doDlSuN3JUULJnZLofG04n+977H6W7sogclszgub8h8oLfUvrFQtfuAgKIu+0WTOHhRx0nCVTuUQdPBM0VrB3Z+6nZtxM9LILAcZPRAlwBv3L7HkpX/+RavTagVu3NoGj5WmJnner1LZkHDME8YEjLz4EXseOHM3vNP1FKkf7MO2w550ZQEDwomZDYMKyHy+vemslESL+WNzeLjiWBToh2GHTxdAZdPL3BclthWaPblO7MZO+dr7Pn7tP4Im0bfzn+ZI/UYUdomsb1x01ieEQk2cU5xAQFctqgiQR5Gfumslfhmb0XyF6JGnFhuztBaIFBBEw8jZqNy0ApdLPCcED9YGeKcAUtZRgsu+BBsv+71jXGrsbJ3hc/4uSXb6Dfv16h6J13qdqwkUNPPUPZ/5aQcM89mMJrO+lo0aAfD8Z+6jqjuDreVK/5nor/e8ZdSzIfM5zIu59CC7LgKPMyQa+m4SyrbLi8Exxc8D9y3lrgfl6VmUvKsGh2F1S4avtKERgZ6pooVPiEBDrR6xi5e3Gs/AhlLUUfMBrzKZehmTu2k4AyGuutAJqhCN99GIXCqRTv//oTT0z13uynVR3ilMOfg6MSqoGd61HH3oQWeFQtUBk06CHRyOSrbRF8xe1oEdE4tm8gLBzKdh6qu++mFNGXue575f3wC9lfrXUtrnHVrg7tyGP3nY+TNH0s1du3u/dZvXUbh196icT776v3hmPB5FnzUbZqKt553uP9ODL2ULX0P4ScNYeQEYPRLUEYNnvdOhqEjWt71pfWKN2wzT1WEQCngeNwIbP+9yR5K7dhCgliyBVnEJIkNTpfkUAnehXjcBb29+8FwwnKwHkwDVV0gMCLOnZ+rtDkOBKmjebQmh3uJMHuMugaQYkW/hCUjg0Tq+0Na3NHqLTPwVFvZgVbCSrza7Shnh0qtKSJqIId9ZdA0oQO69KuBQQSfOENcOENhAOhv/xCxQ8rQNMJP/00LKNcQaU6v9jr9nab8ghyABgGVZs2N3tso7QYHA7PhbqO81AuVUv/g2Pfrwy6aCxZX23DXlKFFhjAMQ/8mdDhrb/31hrKcICzCnNEqGuuu/ovmnTip40h8bQuHC8oGiWBTjRKKYPymgM4VTUh5niCTO1Ic99g34pDa3ZQmXOYmLGDiRrR8L5TZ3BuXeaq/SjjSEEw9mxAlRehhXdcVgtN0zht0aOs+/M/yVm8AXtRhbu2oZs1Zl0fTR+zKyicFFCIqshBC/OSeqr6EJ41NQOsDXsnakkTwWFDpS8Gpx0SjkclnUnO3x/D+vMv6KEhRJ07i4gZpxDQN6HdATB47FiCx45tsLxP6lDXXGxHBffwSO8dvPUQz0lrlVJUHy5xHSPeNahdj+4DQcFgc2U3AcAwcOZkYFvxbW3NUiNldDghNz9PUP/+6I3M3ddRVMFGyPkalJOkySbyFwXirLIBGjidDLj5cnQZON5tSKATXhnKQXr5YiodRy6qGv3DphMV2P7JI5VSrLrqSdL+vaR21xpTXr2VETec0+59N8vp8L7caGR5OwRFh3PKB65muV/mfcimv73tmoyuxmD1w+mc/dZIgiLMKEDlrUQbepmXnfQBax51wU6H4Divx9P6T0PrP839POuO+6nattMVFGw2Ct+dT+G78wmZcDz9Hry3XcMNGhOREsrUh6by40OrUU6FpsHQYwMJjTSjh4RgWCtx39szDKJ/X/ee7WWVLL/oYXKX/AxAv5kTmf7p3wkICybipnspe+VRqHGlMDOPGIvj1y3u/QCoijLUrg3oQ9vWycRRbccUaG52ML2qyITs/7ifB/cxSH1iFLk/9cNZUU3UiccTf9bJbSqD6BwS6IRXhdW/1gtyAIrsihVERKegtzNTReaClXVBDkAp1v3pJVJmTya0n/eLeEcxjZiCc+NXdQs0HS3xGIjovPsnTpudLY/82/Wk9t5dRZ6NHfMPknpjMhoKHN7HfWmDL0TtfKM2VyMQEIY2wPv9PI9jVlRQ9ct2r69Zf9pCwXvzib/haq+vt4RSCqqKXWPcQvqgaTqquhT1wyMMPq6Sfm/3I295BY5sGwGBGnpEOH0fehBlKMq/+w7lcBA6dSqhkye597nulpfJW1bXlJm75Cc23P4qU9+4g8Cxk4h+4h0cGXvRwyPBEkLp32/0LJSmoayt74BSmXOY5Rc9zOH1v6IHBXD8Q3MZc/eljW9QkY5rCPKRWqvC0gcG/XkWWmhdy4Qq3QUlv4IeALET0IIbNlHXFJey/+l3qPg1jeABSRzz16sJTk5ssJ5oHwl0wiubUcbRvfgUTmoMK0Em793hW6pkV7ZH1ntw9dYr35fb6YFO738sARfcRc3Sd8Faht5/FAGzb0XrxKl5bEXlGPajZizXwFpQt0yL8j7/nRbaD8beAaX7XN38o4ajmZtPxtzkrARKUbV9Z4vK7nVzpx214V+Qv9W1ILI/TLkNsn4EewWgsISbOebcKJxVBsb4vxA4cCRagKspzzLc+3vNW7bJo8lTOQ1yl25yPzfFxGGKcf19KEcNenQsRmlRvU4gTgJGtW46GqUUS89/gKKt+wEwbDX8fO//ETYw0WtvWldBgqk/G0Ld8rohJapgA2R/hTsnR+FPqGHXoYXUjR007DX8cuW9WPdng9Ogck8GpRu3c8JXrxIY03G3CYRkRhGNCNIjOLoXn4aJAD3E+watEDEkySPIAaBrhA3q2+59t4Rp5FQsN7+J5a5PCLzkQQiNRCkvF64OYomPwpIQ7ZEdRDmhz7AQQIPEqa5/jdACI9DiUtFix7UoyAHowRYiZp7ufTZtXccc0/b7kerXhZBfL1VXWQ5q09soh63B8UzBOoFxUe4g1xRLn0jP7XUNS6z3C75mDiDi9sfQY2pTiJlMhF52E4Gjx7fqvdiKyijctNfj71Ez6Rz4bkPjG8WMhcBoXD8Eaz/TqOMgqN6PtNwjLRaG658yIH+Vx27KNv+KdW8mOOt6a9YUllC4dF2r3oNontTohFd9LKMoq8mm0pFXu0Sjf9gp7W62BDhmzqlkfL6CzC9Wu5dNfOYmwlLim9iq4ylloLIXw8EfQTlR0cehDb4QzdSx9650k4nTvniYJbPvw17sGvM1cM6pjJh3O1pgIFor58FrqcTbbiIgPo6yZSuoycl1B1otKJDYq7zcD2ypw7vx+BGkDCjaizZ8NmrPf+uWazoERUJ4y37ApD52LUvPvb9unh+lSP1H4zOMm5MHEv3Uu6iKMrTgUDRz6/82zcFBrvum9YeDaBrm0MZ/UGgmiytJ9KEfoaYcQpIgdqK7g49SytUhyEPD5ukGP/Zqj62O7mEq2k1TqgMH2wi3srIyIiMjKS0tJSKifU19vqKUQYUjF4dhI8Qc1+4mS499Gwa5S36m8kABMeMGE5vqvTmrM6nclaisr+st0SB2HPqQSzrlePbSCoq3ZxAUHUbkyAFdms2+atceKn5cjxYQQMTppxKY1Pb7QMbaFyB/Ox7BLiQW/cwnUVk/on75EJw2CEtEm/gntIikFu/70Nod7J+/DIDBV5xB3MQRbS5nS22441/seP7z2pnXNfSgAM796bV29QRWe9+Bigw8mjj7ngHxJ7F//lKKtqUT0jeG0s8W4SgpddXqdB09KIATvnpV7tO1QGuusRLoOok/BDp/Z+x4FcozPRfqgegTH/VNgXqI/O++JbrsM3QToEAzaeiT/oSWlArU1Wg0c8f36uwMyjDY9dpX5C3bTGBkKMfdcRFRowY2vr7T5mp7NgU3+mNF1VTA/g/BWpvvtM8JkDybVVc/Q9q/l6AHmDEcTmJPGEq/ARasaVlYkuIZ+sifiUwd1Qnv0v+05horTZei99K9jLXSG/9KGDUOCjfvQxkGfY4fgqmTx2p1R+WZB/lm9rNE9DUz5NRQdLNG9gYrw+duYvBdrkCnaRr0kCAHrpkdRv7xPEb+8bwm11OGA7K+hOItrgWhA1CDLkMzN7xvrQWEoYZdD04raGY0UxAFP+9x9zY2alzNkwU/7eG4vz5A6pxTO/ItiaNIoBO9ltZ3Gqp0L/V7l2pJp3pdt7qglO9O/yvFtb3zIob2Y+bSZwlN7txeot3Nrle+BENRdqCGTR+WuJcH/GsBCTNPImxM5zc1+kz+Cij+pe55ZRZkLYRBl3td3RXwQ93Pqw4WeVvJ+3LRoaTXpei1tKjhaCP/ANGjXN32B10Efb0P9F1/2yuU7MhwPy/fn8ePNzzXRSXtGSp37+/S41kPFrHyysf58vjr+eGyf1BZb/639lJOG6pwM+rwOlRV7XjSsn149kRWUN7y9xwzdjB64FF1C6WI7YL7kL2d1OhEr6ZFDkWLdGXIL9qaRuE3iwlJiiXp9FSPDBkFG3c3GONV+NPuLi+vr43403nseP4zlLPugm8yQ2i4icD4rktaXFNZxTfTbqUi4yDKaVC8PZ1DP27n/K3/R2BkWLv2rRxW2PMG2Aprl2iogXNqx88dNUPEUT10lTKgYKNrULk5BOJPQgtyDeUITY7jlA/vZ+UVj+OstqPpOhOevZH4yXJPrrNJoBMC+PXVL1n355fc17D+501l+ucPotd2dQ8bEE/5/lx3sNNMOqFdPByiOwgfkMiZ/3uaVRfcT43VTqBFo29yILEzJhE1rXVj2Nojb9lmytPq5q5TToPK7MPkfLexwUBvZRhkfrGKsr3ZhFTlEJfgwBzfl+CzL0YP8RIU81eBrX5zonI1UQ6+AsrTqJueyHD1pMTVAUfTNFf+y4INtetoULwNNeJPaIFRAAz83ckknZ5KefpBQvvFYomL6qAzIpoigU70etaDRay/5WWPH+pZX/5I+kfLGPx714VswjM38s20W6mprEZDQw80M/mff/ZRiX0rafrxzCn6mpIV66nal0lQSl9iTp/abI7IjmTUeBmDRsOxacowWH7Rw2QuXI2mufJqDxyhMXpKAPbNa4l68GW0oKMmybWXeDmgHSwJMPwGKPzZ1esychSoGtS2J8BhRVkSoPpI2rzaCWqddlfgSzrTvavAyDD6jGvfpK+idSTQiV6vIj0PZXhmRtHMJkr35Lifx4wZzPnb3iJzwSqUYdD/vKlEDOl39K56DU3TiBoeRGR4BZgyoOIYiEzpsuMnnjyGoJgI7KUVKKeBZtIxhwXTd4ZnCrCcb9aTudCVmODIQKqMXYqUIU6ijGxsm9ZgmTLDc+fBCVBy1JRH5lAwWdBCklwDxAFVmeNq4jzyC6k633thnbZ2vlvRXhLoRK8XPqhvg6lllMNJ5FEDhsP6J3DsXy7s6uJ1Syp9OeqXD1zZT8A1UHzyX9Hjh3bJ8S2xkcxc/iyrr32a0l3ZRAxJYuqbfyWkbx+P9SqyDnndvqpSEdVHR1V5SQIdf5JrsHd5muu5HgjHXNJwzFzZHjzv2R35v/4yAyK8195URRYU/uSqHUYdhxbVNRPF9kYS6ESvF5wQw4n/uo0fb3zenQpq4JxTGXRJI0l9/djc8//t8XzoqFj+Nm9Wg/XUzoW1D2qnyHE6qXj/YUoPpJD097sxR0d1dlFRDidmSxBB0WGEDUwkJKlPg3ViGmkijIjSQNcIGD6mwWuabkYNvhKsB1yzRoQkodUbJuCmm2kwqztAUIyrI4tmgqQz0SIbBjBVvh/2vVu3oHgrqv/5aH1kotbOIIFOCGDYH84m/qTRFG3eR0hSHxJOHtOlKbq6g+svmd9g2d6dBezbc4ghw+o63iilwFHtsZ6ma5gsGlU7d5H78JP0f+HxTi1rRVY+35zyF5xVNpTTwJpXROmvWZy35Q2PgfwJJx7L8Y9czea/v1NbUBgzWScsIZSwa/+Kud8Ar/vXNB1Cm2mKjR4HB1eBUe9c6BYYco2rN6Ye0PisGAdX1D6oFyjzlrkyqIgOJ4FOiFpRI/p32UznLaWUAdXbwZbuaia0jEAL6pzmQVu19w4e8+5dzNsLrnA/N8rKUeED0cvT62p0SmHNqgGnQdX2nRjVtk6Z2PWIrEU/4rBWu2vgyuGkdHc2BRt3k3DSaI91x/3t9wy6ZDoVGQcJH9qP0NhQVxLodnae0QIjUImnQO7iuoWGDdI/Qht+Q9MbO+vNlu5eJvfyOosEOiGOopSi6mARJksgQdHhHbhfA4wq0APRtBbOWFC1Faq31j2vXItCRwsa3GHlak79bLgF731E4QcfY7Jo9J0dTXCCjlKK0u3VFG+uzc5vMqEFdK9LS8SQfp3Teagqlwb36aw5KKet6VkwIofXbnuEBhFdc3+zN+pef41C+Jg1t4Al59xP0eZ9AAy9ZiYnvnY7utnUrv0qRxGULwNlBTRU8Di04NHNbofNy6B02x7ohEBnDtBw1DS853TrvScBULFmPYX//hgAZ5UiZ0ExpshgVLUdw2Zw5IIfc/EFaKb2na/m9D9vKj//7W1306VmNhE+qC99xg/v1OM2oAfRYBA5muv+XFMST4GaMijc5No2Ygj0bzrXpmg7CXRC1PPDpf+geFu6+/nedxYTMSSZMfdc2qr9/HxoEwesuQRoZk6IG0ecbRWoI/dyFFRtRpmi0ALb0CW/kyYceeuz3zfojBLfN5RxE44BwLr9V9dccc7aJk5D4Sy20veBO6lc9xOGtYrQCalEnn3m0buuLbYid8nPlO07QOSI/iQdNRSgNcIGJDDrh+fYcNurVGQepE/qMKa8cgtmSxcn2o6bDEVb6n0mChJOQmsiOTiAppmg//mo5NmAgeYtwbjoMBLoejCHYUfHjN6FA3X9mTIMDv24w3NMnVLkLd/cqkC3NGcZudY89/PFOUs5I8JJgse1TANHPjQX6IIGQ/XOo5Z13mDj9xZd0ehr5sgIUAahxwRiSTTjqDQo3FqFZdQIIk45yes2SilURTkEh7DmphfY+9a37grQqFsuYNILf2pzWWNTh3HWyhfavH1H0IITUMNvgENrXPfYIoZAn5ZniGkuIIqOIWe5ByqzZ5NZ8T2qdlLHmMDhJId5v9CIltN0nYCIYOwldWOrNJOOJTayxfuwG3aPIHfExkqd2YGeg9LRWvArPjgVp82Jo+RXHFY7uasqSTw9pLGhWR6UYfDrK19yYPFGAiJCOPYvFxI3oe0JhCPPPhPSvyFqhMJwKjQNAgcG8snASznhyT8y6ubfeqxfk5FG8bMPYxQeRpnMVK+rrdHWVn52vvQFgy4/rV1l6kjOqmoyn3qd4mXr0C2BJF19EQmXzG52Oy04EQZc0AUlFG0lga6HcRh2MiqWUP+eQJF9N5aqGGKDJTlse53w+HWsvekFtNp7cnqAmdF3t3zGcZvDe8+5GgIAG+48iZoFgpqfVV0Ziu9mf0DBhl3uDCCBkSs5f9v/NRgcfbSf7v0/tj/9ietwJp3MBas4e80/iT2hbbO562YHUSNcf3e6yfU+IpMDGHpaGOtveZmk01KJGunqrq9s1RQ/+TfsRaX8+nMNhfl2AgI1wiOhvLRun+Vpud0m0GX842UKF68Cw8BZDplPvY4pPJTYs3vfeEp/I21ePUxFzQG8DVItsad1fWH80IgbzuH0/85j2DWzGHXz+Zz782vEjGl5x49Qcyi6l69VfEgyhJ7oaoq0HAeRs9F0i5c9eCraksbhtTvdWVuU08BWUk76pz80uZ3hcLLj+c/dz5XTqK3hLWrxe2mguqzhcQwIjnL9KMhYsNK93JGbg7OkmM2r7OSkK6oqoaxYeQQ5gKhR3sexdTVlGBQtWe16Q0doULh4ZeMbiR5DanQ9jLmRi6OuyUfZUVLOmkTKWZPatK2u60zvdwrLDvyAqv1BEh0YzYkJU1zjtlp5f81pq2mwTNM0DLujye2MGkfDBMdK4aisbmSLFgiLB7MFVVPNkbH0JrNGwV5XLTY4IbqujCEh2G1QcLDxjjPjn7iuVT8iOpWmga4D9c+Z5q7ZdzZVkQXWHAgIh6hRrs4qosPI1bGHCTElYNZCcCirx/LEkAk+KpE4WlJoEpcMmUOxrZhgUzBhgW2fH63PuMGE9o/HeqDAVavTNTRdJ7mZQGwODiJx+jjyV26ty+FpKFJmT2lzWTSzBSb9GbXuJffg5q0LSshabyUoJpyhV890r2uK70vQ+BNh0QrPfZh0+p05nglP30DUqIFtLktH0zSNhIvP5uC/F9UuAFDE/65h+rOOpg79CAe+w91LJ3QAashV0lGlA2lKdVJf5V6urKyMyMhISktLiYiI6NB9Oww7mRVLqXYWYdICSQ49ibCAvh16DNF9lO07wMorH6doSxrBSX048V+30e+M5nv2VR8uYcXv55G3dDMmSyBjH/g9o+/ykpy4lZSjGuvuHaz5y9sU7y0mcmgy0z//O4ERngHdcDr4dsIfOPxLtqv3vaahaRpnrX6RmDGDWP+XV8n+eh2B4SGM+/uVDLp0hvcDdhHldJL37gKKlq3FFBxE4pUXEH3yxM49Zk0FbH+KBrcjUs5Bi+3cY/d0rbnGSqDrJJ0Z6IQ4mlKKPW9+zf6PlqEFmBj5x/MYcL6rJ67hdKLpuk9yd9rLKll/6yvkLdtEUJ9ITnjsGpJnTWL5JY+S+flKj6Ecp3/1GClnT+7yMnYGZRgtSjGmrAdg92tHLdUhYSpakvfxiMKlNddYqRsL4Qd2PPcZG+983fVEg7zvNzH9swcZ+LuT3bOkt0b21+v46Z43qS4ope+p45jy6q1tSocWGBHKtHfu8ljmtNnJ+GxFg4Hv6/78EslnTerRybSLVv3Enr+9hP1QISGDUhjx3N2EDT+m0fXLcqoJrVHoZuq9bwMsiV1T4F5Cel0K4Qe2P/dZ3RMFaLDjxQVt2tehtTtYet7fKNmZSXV+MRmfr2Dpb/9OhzX+NBLIKjLyyV+9rWOO4QPW/dnsuOlR7IeKXCkv0w+w7er7cZR7mfMOcFirWXzG/az8216MeqnX7PpQiG5BejjRYlKjE8IPGLajemEqcFbb27Sv/R8vd/VArO21qZwG+Su3Ys0tILRfnGuZYbDt6U9I+/B7TIEBjLz5fIZeNbOp3bqZAgOInzKKQ2t2NHjNmlPQpjJ3B8WrN6OczrqaqmFQU1RK+fa9RE8Z12D9ws37qMw+TGU2LPiljOihIVQVORh0zXGMHttza7XdkdTohPADx1x8CuieF8dj5rRtoHNj95Y0XUcVZ2Bs/5T8Nx9m/+vvUbI9g8JNe1l9zdPs+/eSFh9jwnM3eTmARszYQW0qc3egWwK95iHVg7xnwDEF1c1gYT1s58CaEor2VHrMpyc6hgQ6IfzAhGf/yLA/nIU5zEJAZChj//Z7jrv9Qq/rqpoCVMVGVPU+r68PvuJ014PawKnpOv1mTsSi56FWPgZpS4iNzWb2U0kkjKqbimbXa/9pcXnjJ45k4vN/dDdjarrOlJdv6VZDDlor9sypBCb0AVPtZVXXCR87nIgx3mdUiDl+CHFTRqHVrq+ZdIKiwxl40SldVeReQ3pddhLpdSm6I1XxI3hk0QmAyDkNptXJ+2ELmx54h+rDJfSdcTwTnroB04YnoSyHI13hDaeiYK+Nb+87CEDcpJHMXvtyq8pTkZVP+f48Iob0IzQ5rj1vrVuw5ReQ+c8Pqc7JJ2zkIAbcfDmm0OBG17eXVbLpb+9QsHEXYQMTSf3HNUQMTurCEvdcMrygG5BAJ7ob5SyH0oUNXzD3RYs4o9ntjW9vB5tnDq+yvBoW/ukAAFNevY0RN57TIWUVojkyvEAI0ZA9y/tyZ3HLto8dDrk/garNu6mgIB3CBiYy6pYLGH5D85n+/Ym9tIIdz31OeeZBoo8bxKhbfospsIUzx4suJYFOiN7CFOt9uRbkffnRq429HFVVBEWue3ta3AgGP3YzQ55qvGnOXzms1Xx90q2U7soCDZTxPXnLN3PGV4+1aKC46FoS6IToJbTABJQeDka55wvhTafestudZGYWYzLpDDjxLnRbsasTSXBMjx7c3R4ZC1ZRsiPDY9mBbzdQsHE3cZNG+qZQolES6IToRbSo37o6pDjyXTW5sFPQTI0nnT50uIJ/PLqMQ4ddg54HD47hvnunExrS+V3gDYeTmnIrgVFh3S6g2ovLXb1SDc8uDvaSCh+VSDRFAl0vpJSiwLaDw1XbUDiJDDiGpNBJMtVPN6CUomDDLqwHi+gzbghhAxI6/Bha2NQWr/uvV9dRUFg3U0Z6ejHzP9rCdX+oSzi8ecsBnnlmFU6nIiBA54nHZ9KvX8tnZfdm1+tfsf62VzBsNYQdk8hpCx9xT+ljO1hA+nPvUpWZS9iIQQz8y1wColqfnqw9Ek4e47lA1zCHWIg5vnXTMImuIVe2XqjYvoc863r38yL7bhQGKWHTfFgqoQyDlVc+wf75SwHQzCZO/ve9DLrYdzNcp2cUY9SrtRiGIm1fUb3XC3nyybrJSWtqDO746ze8/dYFhIS07N6fUorDXyymbMMvmMJDMQ0bztqbXnC/Xpl1iP/NvIcL0z5A2e1svvh27AXF4DQo376Xss2/cvznL6B3YUeQPuOGcPJ79/Dj9c/irLITFB3O9M8eJDg+uvmNu4Cjwsq+5z+gOq+AuDMm0e+3p/m6SD4lga4XKrYdPRu5osSeRgoS6Hxp//yl7iAHoBxOVs19gn5njm9TQuWOEBMTTF5euTvhh65rxMaGuF9/+ulVDbbRHQ7+dclLzDg+jj7jh5Eye0qTTY/ZL77Lwfe/qJ38VAO+JyjEjM3qSmumnAZVB4so3Z2NIyMTe35h3cZOg8o9GZT+vMNrmq3ONPjy0xl40SnYisqxxEW2KXl2Z7CXVrByypU4K6sAyP96FYUrfmbMC3c1s6X/ku5BvZDm5WP3tkx0reLtGWgBnhdLw+6gPD3PRyWCa64ej8mko+samgYWi5lLLx3nft12VI5N3eFg4rL/Ev3f7/jlifksPe8Bfr7vrUb376yq5uC/a8f2KQVOAwyD6JiGf4+BkaEY9oYzrgOoRpZ3NlNgACGJMT4LcobDib2wxGO6ox13veAOckfkLVyONTu/q4vXbUiNrhfqYxlJRcUBj2WxllE+Ko04InxQX5TD8Fim6TphKfE+KhEcd1wiTz4xk02bctFNGlMm9ycmpq5GN2lSCsuW7Xc/T8rYS0RxgWuu7BpXUuhtT37EiBvP8Xq/0ai2NcwPqWsEhgShmZ0oQ4EyGHTJDMKP6UtAgI5uCXQFPEOBSScgMpzwcSM65f13JFt+ITnvLKSmqISIcSPoe8lZ7RqKkPefH1xBrcqGKTSYvuefSsqlZ1GV5f2HUcWu/YSkdPw9355AAt1RysrK/D6TSWTgAAaEncbh6u0o5SAy8BjiLGOa31B0qiFX/Yb9nyzn4PItUNvSN/GFP2GJi/JlsejXL7LRziXXXzeJ7dvzOXTI1SszqNrqmvnA8AzY1rxCr4HOHBVB8NCBVO3PctXmAJwGIx+8gbANWVQdLCRu0ihG/vl8ACzJCYx+6x/suf8FqnMPu+Z8e/IOAiJ907TbUvaCYjb97hZqissAOPSf5VT8up9hj97Spv2V7dzP1lufcvf6dFZWkfPht+R8+C2WZO/BLGKs95ybvUG3SwGWn5/PSy+9xLfffktaWhp2u51+/fpx2mmn8cc//pGxY8d2ynHXrVvHc889xxdffIHD4Wh+g2ZICjDRFobDSfZXa7HmFRI3cQSx43vGxclqtbF160FiD2Sz6qIH617QwGQJ4uKcTxq9z2jLO8TeO+Zh3ZWGZjbT74ZL6XvNRd1uSEF7ZL32MRkvfdjgB8CkFe8RlNDIQP4mZL7zJbseft3rbAkAWlAAylbXnHvMny5m2F1Xtfo43VmPTQG2cOFCrrrqKsLCwrjjjjsYM2YMRUVFvP/++7zxxhu8+eab3HLLLTz77LOYOqBN3G638/nnn/PSSy+xfv365jcQopPpZhMDfnuSr4vRaiEhQUyePAAYQOk9l7L1iY8AV5Cb/tmDTXamCeobz3HzX8BprUIPDEQzd49OHR3JUW5F07Uj2dM8lge1oTXRHB7SaJADULYahj9wPTWl5cSfPonIXlybg25Uo1u0aBEXXnghY8eO5YcffiA83POLcf/99zNv3jwAbrnlFl588cU2H2vz5s3Mnz+fd999l5KSEmJiYjh06JD79Y44JVKjE71ZRVY+1txCIoen+KzHaHdStOontl9Xr6ar6wTGRjHx+7fbNCzCUVnF2tm3YE0/0GjAO/nHdwlupBnTH7TmGtstutrl5ORw1VVX4XQ6ef311xsEOYBHHnmE0aNd08v/85//ZMOGDW061mmnnUZqaipvvPEGV199NRkZGTz++OPtKr8QwlNY/wTiJ4+SIFcrZtp4Bt93vbu2GtQ3jtFvPtrmsX/m0GAmL3qOAdf/DnPkUZltdI2wYQOwJPX8aY86SrcIdI888gilpaWkpqYyfvx4r+uYTCauvfZawFXjeuaZZ9p0rOTkZObNm0d2djZPPfUU/fr1Q5ckrL2OYRikf76CXa9/hfVgUfMbCNFO/a48j6mbFjBl7Xwmfv8WocMHtmt/AZHhjLjvWmZs+YTBt16OKcQCQOS4EaS++4gkl67H502XFRUVxMXFUV1dzd13380TTzzR6Lo5OTmkpKQAEBISQnFxMYGB7c+59+6773L11Ve7n0vTpX+zl1WwYOiVVB+unVtN0zj1o79xzJxTfVou0fGUUlTlFbrGACb28asOLt4op7PBJLr+qkc1XS5ZsoTq6mqAZntUJicnk5DganO2Wq3s2rWr08sn/M+y3z5UF+QAlGLFFfN8VyDRKewlFSyb9Vf+M+xSvhx6KT+cew815dbmN+zBekuQay2fB7r6vR379+/f7Pr1g+GePXs6pUzCv5XsymywTNU4qS4o6frCdJDMz5fz1egrWTTkYtZe+wTGUd3YG93uyx9ZduFDLJ/zMDnf+lfP45//+jIFa7e7nx9auYXN97zmwxIJX/H58IL6tbLExMRm109OTnY/3rdvX6eUSfi3oD6RVOU1vC8XGNMzm5gzP1/O2qvqaqSZnyylMiOP05c23TM57YMlrLzyidr8kpDx+Uqmf/YgA393cqeWt6scWrEF5awL+MppkL9isw9LJHzF5zW6rKws9+OW3MuqHwxLSko6o0jCz538/j2u7B31jLz5/B7bKWnbo+81WFawfieOanuT2/3y2IeuB4Zy/dNg6+PzO6OIPhEUF+UO4gDoms+zzAjf8Pk3u7CwLhN5aGhos+v36dPH/biiQiY5FK3XZ9wQLvj1HQZceDJJZ45n2rt3M/mlP/u6WG3mrLZ5Xe6oaPp+VM1RiX9R+NU9rLGPXIumaWhmk+ufrjPmoWt9XSzhAz5vuqxfKwsIaH5MSVBQ3RxXVVVVTazZtWw2GzZb3QWnrKzMh6URzYkcmsyMTx9sfsUeIPG08aS//53HMnN4CJbYqCa363/uiex+7StX4mQATaP/+T0vK0tj+p4+gdOXvkjmZ8vRNI0BF88g5vhhvi6W8AGfB7ojPS4BzObmi1M/0HVEGrCO8vjjj/Pwww/7uhiiF5rw8l+ozDzIoRVbADBHhHL6kueb3+7pG6kps7L/o2WgaQyZeyapj17d7HY9SZ/xI+gzvvvPbCA6V6sC3dy5c1mwYEGHHPjSSy/lzTffpKamLvGo0+lsNtjVD271g56v3Xvvvdx+++3u52VlZe4xf0J0Jl3XmfH10xgOBw6rjcCI5m8BAJiDgzj5/Xs56e27QKPbTBwqREdrVaCzWq1UVlZ2yIHtdteNcrPZ7A521dXVhIWFNbWZR2CMiorqkLJ0hKCgoG4VeEXvo5vNBEa0vpFG98MkykLU16pvxWeffdbhBQgLC6O4uBhwBdLmAp3VWnezPC5OcrmJxhkOJ+kfL6M8/SDRo4+h/3lT/T4zhj8qS8tl0wNvU5GZT+z44aQ+enWLa61CQDe4RxcbG+sOdPn5+cTHNz2bcnl5ufvxgAEDOrVsoucynE6+P/d+Dny3Ec1sQjmcDL/xHE589TZfF63DlacdYPN9r1ORlkv02MEcP+9GLAnRvi5Wh7AeLOK/k/+EvaQC5TQo2LCLwp/3MGvF89LUKlrM58MLBg8e7H6cm5vb7Pr1p9MZMUJuMgvvsr5cw4HvNgKgHE4Adr/2FYWb9/qyWB2u+nAJ3592K3nfradsVyZZn//A0pl34GxmDF1PkfHpD9iKy90Dv5XT4NCaHRRtSfNxyURP4vNAN3LkSPfjlqT0ysx0pW+Kiopi6NChnVYu0bNZDxSAl2ZK64ECH5Sm8+R+uw5bQalHICjfm83heqmvejJntd1rc7Oz3uzZQjTH54Fu+vTp7sebNm1qdv0jKcPOPPPMHpvJQnS+PqlDG0xIqZlNRB13jI9K1DmM2trq0ZTT+/KeJvnsya7pZmqDnWbSCU2Jo8+4wc1sKUQdn0eK6dOnY7G45lFasWJFk+sePnzYnd9y7ty5HVaGlibAFT1HwtTjOOGxuiwYmtnESW/dSfjA5vOp9iR9z5yAOTQYzeT6KmsmE8FJscROOtbHJesY0ccO5PT//IOwAfHogWb6nDCM33z/DObaudeEaAmfB7qwsDD3hKrp6emsWbOm0XW//PJLlFKMHTuWmTNnNng9OzubadOmER4ezuWXX+4xFKEpLV1P9Cxj7r2Mi9LnM2vF88zJ+pghV5zh6yJ1uNDkeKZ/8zRRxw0iICqM2MmjmPHN0wSEh/i6aB2m328mcNH++cytXsw5614hcmhy8xsJUZ/qBrKyslRoaKgC1IwZM5RhGA3WsVqtatiwYcpsNqvVq1d73c8VV1yhAPe/t956q0XHnzdvnsd2JSUl7Xo/SilVWlqqAFVaWtrufQkhhPDUmmusz2t0ACkpKXzwwQeYzWaWLVvGJZdcwuHDh92vFxYWMmfOHNLS0njttdeYOnVqu46XlpbG2rVrWblyJZ988gmvv/66x+s33XQTixcvZvXq1axbt65dxxJCCOFbmlJH3bH3oTVr1nDdddexc+dOLBYLY8aMwWQysXnzZoYMGcJLL73k0XnlaJmZmVx22WX88ssvnHfeebz77rteE0VfddVVvPdew6lNGtOWU9Saad6FEEK0Tmuusd0q0B2xbt06tm3bRkFBATExMUyYMIHU1FRfF6tVJNAJIUTnac011ueZUbyZPHkykydP9nUxuh1DOXEqO2bNIqmshBCihbploBMNFVTvJM+6HoVBgBbKwPDTCTbH+rpYopsp2ZnB5ofew5pXSPyUYzn+4aswB0uycdG7SaDrAcprDpBrXet+XqOspJf/jxFRc9A1+QiFS3nGQf475WYcVhvKaXB47a8Ub8/gjK/nSQuA6NW6Ra9L0bSKmjyg/oVK4VBV2JylviqS6ALF29PZ9fpXpH/6A44W5K5Me/9/7iAHoAyDA99toHx/XmcXVYhuTaoDPYBJC2zVctHz7f94GSuveNwdtGKOH8JZK14gICy40W2cthqv+T39JcGzEG0lNboeICZoGGYtGFetznUhiw4cSqAp3KflEp3DabOz+tqn3UEOoHjrfnY8/3mT2/U/90SUYbgr/5rZRMTwFCKHSSYR0btJoOsBzLqFoZHnE2c5jujAwSSFTCE5dJqviyU6SfXhUpxVR9XCNI3y9KabIOMmjWT6pw8SkhSLHmgmfvIofvPdk+gB3bPhxppXyA+X/YOFo69l6QV/p3x/89N0CdEW3fMbIBoI0IPpGzLR18XokWoqq1h38z/JXLQac3AQY+65lFG3XODrYjUqOCGawKgw7KWV7hkYlGEQNWpgs9sOvGAaAy/o/j+CHNZqvjnlNioy8lEOJ6W7sji87ld+u/0tgmJk3KnoWFKjE37vx+ueJe2DJdSUVlJ1sIj1t73Cvn8v8XWxGqUHmDn14wcwWeruwSadlsqoW37rw1J1rIMrt1K+L9c9Ka5yGlQdLCL76/U+LpnwR1KjE35NGQYZC1Z63O9Cg/RPl3fr2Qz6nTmeC/e+T8FPewiMDiP+xGPRTSZfF6vDqMbm0WtkuRDtIYFO+DdNQzeZcNY4PZd5yYHa3YQkxdL/XP9MChB/0mgsCdHu2dE1k4451EK/34z3ddGEH5KmS+HXNE1jxB/PqxuGqGmgFCNuPMen5ertgqLCmLX8OeImjSQwKoyYcYOZufRZQpL8M7AL3+qWSZ39gSR17j4Mp5PtT39K5sJVmEMtHHfHHFLOllyqQvRkPX72An8ggU4IITpPa66x0nQphBDCr0lnFCH8nDIMtj/3ORmfr8AcHMSxt19I/3NO9HWxhOgyEuiE8HObHniHrY/Pdz3RNA6u+IXTv3pM7lOKXkOaLoXwY0opdv5zYf0FoGns+td/fFcoIbqYBDoh/JxR4/BcoFTDZUL4MQl0QvgxTdM45uLpaLrnV/2YOaf6pkBC+IDcoxPCz5346q3oJp2ML1ZhCgpk9J1zGHrNLF8XS4guI+PoOomMoxNCiM7Tmmus1OiEEKIDOKttVOzOwBRsIXRofzQvs70L35BAJ4QQ7VSZlsNPv7+P6tzDAPSZlsrx//d3TJYgH5dMgHRGEUKIdvvlz09QnV/ofl7442b2v/SRD0sk6pManRBCtIMyDMp37nfPBg+AoSjZstt3hRIepEYnhBDtoOk6gTGRdVNBAZpJx5IU57tCCQ8S6IQQop1GPXYzaBqaSQddwxwRxuBbLvN1sUQtaboUQohmKKeTtBfnkz3/WwCSL53JkNsuRzOZAEiYNZXJ/3mRgmUbMQUH0ff86QTFx/iyyKIeCXRCCNGM/S9/QtpL86H2Ntz+f36EZjYx5NbL3etEjh5K5OihPiqhaIo0XQohRDMOLFjqDnIAKMhdsNRn5RGtI4FOCCGaoZtNDZYdabYU3Z8EOiGEaEb/q85tuGzuOT4oiWgLuUcnhBDNSLnibDSTTs7H3wGQfPFvSL78LB+XSrSUJHXuJJLUWQghOk9rrrHSdCmEEMKvSaATQgjh1yTQCSGE8GsS6IQQQvg1CXRCCCH8mgQ6IYQQfk0CnRBCCL8mgU4IIYRfk0AnhBDCr0kKMCGEACoy81l/68sUb88gYngyk1+8mYgh/XxdLNEBJNAJIXq9mnIr35xyG9YDhSink4rMg3w97VYu2PE2QTGSwq+nk6ZLIUSvl/fDFiqzDqGcTgCU06A6v5ic7zb6uGSiI0igE0L0espoJLe9YXRtQUSnkEAnhOj1Ek8ZS3BiDJrJdUnUTDpBMeEknTnexyUTHUECnRCi1wuKCmPWiudJPHksloRo4qccy6wVLxAcH+3rookOIJ1RhBACiByazMylz/i6GKITSI1OCCGEX5NAJ4QQwq9JoBNCCOHXJNAJIYTwaxLohBBC+DUJdEIIIfyaBDohhBB+TQKdEEIIvyaBTgghhF+TQCeEEMKvSaATQgjh1yTQCSGE8GsS6IQQQvg1CXRCCCH8mgQ6IYQQfk0CnRBCCL8mE692EqUUAGVlZT4uiRBC+J8j19Yj19qmSKDrJOXl5QCkpKT4uCRCCOG/ysvLiYyMbHIdTbUkHIpWMwyD3NxcwsPD0TTN18XxubKyMlJSUsjOziYiIsLXxRHtJJ+n/+ipn6VSivLycpKSktD1pu/CSY2uk+i6TnJysq+L0e1ERET0qC+TaJp8nv6jJ36WzdXkjpDOKEIIIfyaBDohhBB+TQKd6BJBQUE8+OCDBAUF+booogPI5+k/esNnKZ1RhBBC+DWp0QkhhPBrEuiEEEL4NQl0Qggh/JoEOuFXJOWaEF2np3zfJNCJDpWfn8/9999PamoqkZGRBAcHM2TIEG644QZ++eWXTjvuunXrmDNnDjExMZ12DH9RWlrKE088wZQpU4iOjsZisTBgwACuuOIKVq5c2eOO09v54jzv2LGDP/zhD8THx5OZmdkpx+hQSogO8sUXX6iIiAiVlJSknn32WbVkyRL1ySefqLPPPlsBStM0deuttyqHw9Ehx7PZbOrDDz9UkyZNUoD7n2jcqlWrVGJiooqKilKPPPKI+u6779TChQvV73//e6VpmgLUxRdfrCorK3vEcXq7rjzPTqdTffXVV+qMM87w+L6lp6e3/410MrkqiA6xcOFCZTKZVGpqqiorK2vw+n333ef+Ytxyyy3tOtamTZvUX//6VxUbG6vMZrOKj4+XQNcC69atUyEhIap///7qwIEDDV5/44033OfwvPPO6/bH6e266jzv2rVLPfTQQyolJUVpmqb69u0rgU70PtnZ2SoyMlIBauPGjV7XcTgcavTo0e6a3fr169t0rBkzZihARUREqDvvvFPl5OSot956SwJdM8rLy9XAgQMVoD777LNG1zvrrLPc5/HTTz/ttsfp7brqPF9zzTUKUBaLRd1www1q9+7daunSpRLoRO9z3XXXKUClpqY2ud4LL7zg/nJcdNFFbTrWlVdeqebNm6dKS0vdy9555x0JdM147LHHFKDi4uKabDpetGiR+zxOmDCh2x6nt+uq83zXXXepu+66Sx08eNC9bPny5RLoRO9SXl6uLBaLAtTdd9/d5LrZ2dnuL0dISIiy2WwdUgYJdE0zDEMlJye779c0xW63q+DgYPe5zMnJ6XbH6e18fZ57YqCTXpeiXZYsWUJ1dTUAY8eObXLd5ORkEhISALBarezatavTyydgy5Yt5OTkAM1/RgEBAYwZM8b9/Oeff+52x+nt5Dy3ngQ60S7r1693P+7fv3+z69f/Yu7Zs6dTyiQ8ddVnJH8LXUPOc+tJoBPtUr9WlpiY2Oz69Sej3bdvX6eUSXjqqs9I/ha6hpzn1pNAJ9olKyvL/bglsxPX/2KWlJR0RpHEUbrqM5K/ha4h57n1JNCJdiksLHQ/Dg0NbXb9Pn36uB9XVFR0SpmEp676jORvoWvIeW49CXSiXer/QgwICGh2/fqTO1ZVVXVGkcRRuuozkr+FriHnufUk0Il2OdLjEsBsNje7fv0vnclk6pQyCU9d9RnJ30LXkPPces2fJeE35s6dy4IFCzpkX5deeilvvvkmNTU17mVOp7PZL179L1r9L6DoPEd/Rs1p62fUVcfp7eQ8t54Eul7EarVSWVnZIfuy2+2A6xflkS9edXU1YWFhTW5X/0saFRXVIWURTav/46N+baAxbf2Muuo4vZ2c59aTQNeLfPbZZx2+z7CwMIqLiwFXIG0u0FmtVvfjuLi4Di+PaKj+Z1L//DemrZ9RVx2nt5Pz3Hpyj060S2xsrPtxfn5+s+uXl5e7Hw8YMKBTyiQ8ddVnJH8LXUPOc+tJoBPtMnjwYPfj3NzcZtc/dOiQ+/GIESM6pUzCU1d9RvK30DXkPLeeBDrRLiNHjnQ/bkl6oSOzEUdFRTF06NBOK5eo09bPSNd1TjjhhG53nN5OznPrSaAT7TJ9+nT3402bNjW7/pH0RWeeeSa6Ln9+XaGtn9H48eM9msm6y3F6OznPrSdXGtEu06dPx2KxALBixYom1z18+LA7197cuXM7rAyGYXTYvvzR6NGj3fkON27c2GQHBqfTyYYNG4DWf0ZddZzeztfnuSd+3yTQiXYJCwvj2muvBSA9PZ01a9Y0uu6XX36JUoqxY8cyc+bMBq9nZ2czbdo0wsPDufzyyz26RTelpev1ZrfeeisAlZWVLFq0qNH1li9fTmlpKYmJiVx55ZUer5WWljJ79mzCwsKYNWuW17yJHXEc0byu+jy96ZHfN19PiCd6vqysLBUaGqoANWPGDGUYRoN1rFarGjZsmDKbzWr16tVe93PFFVd4TOj41ltvtej48+bN89iupKSkXe/HH1VUVKikpCQFqBEjRqiqqqoG6zidTnXKKacoQH388ccNXn/ggQc8zvMDDzzQKccRzeuqz9Ob+fPne2y3ZcuWdr+fziY1OtFuKSkpfPDBB5jNZpYtW8Yll1zC4cOH3a8XFhYyZ84c0tLSeO2115g6dWq7jpeWlsbatWtZuXIln3zyCa+//rrH6zfddBOLFy9m9erVrFu3rl3H8hehoaF88cUXhIaGsmvXLmbNmuXupACumsH111/PihUrePDBB7n44ou79XF6u648zzk5Oaxbt45Vq1axaNEinnrqKY/X77zzTr755htWrVrFunXrsNlsbT5Wp/F1pBX+48cff1SjRo1SgLJYLGrixIlqypQpymKxqOOOO04tW7asye0zMjLUiSeeqEJDQ9Vll12m7Ha71/Xmzp3r8YuyuX+izs6dO9XkyZMVoMxms0pNTVXTpk1T4eHhasCAAeqzzz5rdNvi4mI1a9YsFRoaqmbOnKmKi4s75Tii5bri83zwwQdb9X1LT0/vnDfbDppSSnVVUBW9w7p169i2bRsFBQXExMQwYcIEUlNTfV0sUc/WrVv56aefyM/PJzIykrFjxzJlypQO7wnbVcfp7eQ8N00CnRBCCL8m4V4IIYRfk0AnhBDCr0mgE0II4dck0AkhhPBrEuiEEEL4NQl0Qggh/JoEOiGEEH5NAp0QQgi/JoFOCCGEX5NAJ4QQwq9JoBNCCOHXJNAJIYTwaxLohBBC+DUJdEIIIfyaBDohhBB+TQKdEEIIvyaBTgghhF+TQCeEEMKv/T9FJ2GqE7dMuAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Visualize the embeddings\n",
    "\n",
    "# Visualization function\n",
    "def visualize_embeddings(embeddings, labels, title, xlim, ylim, filename):\n",
    "    plt.figure(figsize=(5, 5))  # Adjust figsize as needed\n",
    "    scatter = plt.scatter(\n",
    "        embeddings[:, 0], embeddings[:, 1], c=labels, cmap=\"Spectral\", s=10\n",
    "    )\n",
    "    plt.title(title, fontsize=26)\n",
    "    plt.axis(\"on\")\n",
    "    plt.xlim(xlim)\n",
    "    plt.ylim(ylim)\n",
    "    \n",
    "    plt.rcParams[\"font.family\"] = \"Palatino\"\n",
    "    plt.rcParams[\"font.size\"] = 26\n",
    "    \n",
    "    plt.tight_layout()\n",
    "    plt.savefig(filename, bbox_inches='tight')\n",
    "    plt.show()\n",
    "\n",
    "# Load Sentence-BERT model\n",
    "model_name = \"sentence-transformers/all-MiniLM-L6-v2\"\n",
    "model = SentenceTransformer(model_name)\n",
    "\n",
    "# Compute diversity scores and embeddings\n",
    "div_score_1, embeddings_1 = diversity_score(mobile_task_driven, model)\n",
    "div_score_2, embeddings_2 = diversity_score(mobile_self_instruct, model)\n",
    "div_score_3, embeddings_3 = diversity_score(mobile_ours, model)\n",
    "\n",
    "# Combine all embeddings to find global limits\n",
    "all_embeddings = np.vstack([embeddings_1, embeddings_2, embeddings_3])\n",
    "x_min, x_max = np.min(all_embeddings[:, 0]), np.max(all_embeddings[:, 0])\n",
    "y_min, y_max = np.min(all_embeddings[:, 1]), np.max(all_embeddings[:, 1])\n",
    "xlim = (x_min, x_max)\n",
    "ylim = (y_min, y_max)\n",
    "\n",
    "# Apply HDBSCAN clustering\n",
    "clusterer_1 = HDBSCAN(min_cluster_size=2).fit(embeddings_1)\n",
    "clusterer_2 = HDBSCAN(min_cluster_size=2).fit(embeddings_2)\n",
    "clusterer_3 = HDBSCAN(min_cluster_size=2).fit(embeddings_3)\n",
    "\n",
    "# Visualize each embedding set separately\n",
    "visualize_embeddings(\n",
    "    embeddings_1, clusterer_1.labels_, \"Task-Driven\", xlim, ylim, 'diversity_visualization_1.pdf'\n",
    ")\n",
    "visualize_embeddings(\n",
    "    embeddings_2, clusterer_2.labels_, \"Self-Instruct\", xlim, ylim, 'diversity_visualization_2.pdf'\n",
    ")\n",
    "visualize_embeddings(\n",
    "    embeddings_3, clusterer_3.labels_, \"OS-Genesis\", xlim, ylim, 'diversity_visualization_3.pdf'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "45a3fffc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average word count in instructions:\n",
      "Mobile Task Driven: 9.64:\n",
      "Mobile Self Instruct: 9.84\n",
      "Mobile Ours: 18.01\n",
      "Mobile Human: 18.71\n",
      "Web Task Driven: 11.79\n",
      "Web Self Instruct: 8.45\n",
      "Web Ours: 19.68\n"
     ]
    }
   ],
   "source": [
    "## Calculate average word count in instructions\n",
    "\n",
    "# Function to calculate average number of words in a list of strings\n",
    "def average_word_count(data_list):\n",
    "    total_words = sum(len(item.split()) for item in data_list)\n",
    "    return total_words / len(data_list) if data_list else 0\n",
    "\n",
    "# Calculating averages for each list\n",
    "avg_mobile_task_driven = average_word_count(mobile_task_driven)\n",
    "avg_mobile_self_instruct = average_word_count(mobile_self_instruct)\n",
    "avg_mobile_ours = average_word_count(mobile_ours)\n",
    "avg_mobile_human = average_word_count(mobile_human)\n",
    "\n",
    "avg_web_task_driven = average_word_count(web_task_driven)\n",
    "avg_web_self_instruct = average_word_count(web_self_instruct)\n",
    "avg_web_ours = average_word_count(web_ours)\n",
    "\n",
    "# Displaying the results\n",
    "print(\"Average word count in instructions:\")\n",
    "print(f\"Mobile Task Driven: {avg_mobile_task_driven:.2f}:\")\n",
    "print(f\"Mobile Self Instruct: {avg_mobile_self_instruct:.2f}\")\n",
    "print(f\"Mobile Ours: {avg_mobile_ours:.2f}\")\n",
    "print(f\"Mobile Human: {avg_mobile_human:.2f}\")\n",
    "print(f\"Web Task Driven: {avg_web_task_driven:.2f}\")\n",
    "print(f\"Web Self Instruct: {avg_web_self_instruct:.2f}\")\n",
    "print(f\"Web Ours: {avg_web_ours:.2f}\")"
   ]
  }
 ],
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